Workflow implementation for businesses

One recurring task.
A practical implementation.

We connect intake, document checks, and reporting to your actual systems, with review rules and exception handling your team can use. Start with one process, not a package of AI roles.

First we assess fit. An existing feature or a general AI tool may be sufficient. When implementation is needed, the quote defines the connections, deliverables, tests, training, and handoff. Ongoing support is scoped separately.

Business projects are quoted separately. The municipal starting price does not define a business project’s scope or price.

The examples below are illustrative possibilities, not customer results or ready made products. Availability depends on your systems, permissions, data, and an agreed scope.

Discuss a business workflow

How we build and work with your team →

Public sectorResident requests, council support, and public works
Public sector

Practical workflows for public service.

Municipalities

Our municipal work is geared toward small towns and villages where the manager, clerk, and department leads wear several hats. We build affordable workflows around their daily workload, starting with a direct meeting with the town or village manager to define one useful project and a budget that fits.

  • Resident service workflow: Organize emails and forms, identify possible duplicate requests, and prepare staff assignments and resident updates.
  • Town manager briefing workflow: Prepare a weekly view of open requests, department updates, upcoming deadlines, and items awaiting a decision.
  • Clerk and council support workflow: Collect packet materials, draft summaries, and track meeting action items for clerk review.
  • Public works and stormwater workflow: Connect drainage complaints, field photos, and maintenance records for staff follow up.

Use cases

Illustrative scenario, not a customer result. Connections, outputs, and review rules would be agreed and tested for your organization.

Resident service workflowThree residents report the same blocked drain.
Business value
Give the service desk one accountable issue to track instead of several disconnected messages.
Connected records
Resident messages, location details, service categories, and the current request register.
Proposed preparation
Read the approved inbox, compare locations and times, and flag the reports as possible duplicates.
What your team receives
A linked issue summary, a proposed department assignment, and draft acknowledgments.
Your decision
Staff confirm the location, urgency, assignment, and outbound messages.
Briefing and council support workflowThe manager needs a Friday status brief before a council meeting.
Business value
Put unresolved actions and missing department updates in front of the manager before the meeting.
Connected records
Department reports, action registers, packet deadlines, and approved meeting materials.
Proposed preparation
Collect approved department updates, link open actions to their source records, and identify missing updates.
What your team receives
A draft brief listing decisions needed, overdue actions, and unresolved questions.
Your decision
The manager and clerk check accuracy and approve meeting materials.
Facilities and stormwater workflowA field note and a resident photo describe recurring ponding.
Business value
Keep field observations connected to the asset and its repair history.
Connected records
Asset register, inspection notes, work orders, dated photos, and resident reports.
Proposed preparation
Connect the location to authorized asset records and earlier work orders; identify missing observations.
What your team receives
A draft inspection task and a maintenance history brief.
Your decision
Public works verifies conditions and determines any response or repair.
Explore the industry research
Agriculture and ranchingField notes, equipment, and farm office tasks
Agriculture and ranching

Workflows for the field, the shop, and the farm office.

Affordable custom workflows for independent growers, ranches, and agricultural service businesses. Put field notes, equipment records, and approved imagery to work in a repeatable process.

  • Field monitoring workflow: Compare irrigation readings, weather, scouting notes, and approved imagery to flag areas for a field check.
  • Equipment service workflow: Turn operator notes into maintenance reminders and draft work orders for review.
  • Farm office workflow: Match supplier invoices to purchase orders and delivery receipts; flag missing support.
  • Ranch records workflow: Organize pasture observations, fence and water checks, and livestock records into a weekly task list.
A possible first scope

Begin with one crop, equipment group, or weekly farm report. For example, turn sugarcane or citrus field notes into a supervisor brief with open tasks and source records.

Use cases

Illustrative scenario, not a customer result. Connections, outputs, and review rules would be agreed and tested for your organization.

Field monitoring workflowOne block shows an unusual irrigation reading after rainfall.
Business value
Direct the supervisor's attention to unusual field readings with enough context to plan a check.
Connected records
Irrigation measurements, weather records, field boundaries, and dated scouting notes.
Proposed preparation
Compare time aligned readings with weather, field notes, and the grower’s agreed thresholds.
What your team receives
An exception brief with supporting readings and a suggested field check.
Your decision
The grower or agronomist confirms the condition and decides whether to change irrigation.
Equipment service workflowAn operator reports a recurring vibration on a harvester.
Business value
Give the mechanic a complete starting record and keep repeat faults visible.
Connected records
Machine identifiers, operator notes, service history, and approved equipment manuals.
Proposed preparation
Locate the machine record, service history, and relevant approved manual sections; list missing details.
What your team receives
A draft maintenance ticket with the operator’s original note attached.
Your decision
The mechanic diagnoses the issue and approves work and parts.
Farm office workflowA supplier invoice lists more delivered material than the receipt.
Business value
Make quantity and price differences visible before a supplier invoice reaches payment review.
Connected records
Supplier invoice, purchase order, delivery ticket, and approved purchasing tolerances.
Proposed preparation
Match the invoice, purchase order, and receiving record; flag the quantity difference.
What your team receives
A reconciliation exception and a draft question for the supplier.
Your decision
Office staff resolve the discrepancy before payment.
Ranch records workflowA pasture check identifies a leaking trough and damaged fencing.
Business value
Turn scattered pasture observations into assigned work that remains visible until checked.
Connected records
Pasture maps, fence and water inspection notes, livestock records, and open maintenance tasks.
Proposed preparation
Extract locations and observations from approved notes and photos; compare them with open tasks.
What your team receives
A weekly pasture task list with duplicate issues linked.
Your decision
The ranch manager confirms priorities and assigns field work.
Explore the industry research
Wildlife and conservationObservation review, habitat records, and grant reporting
Wildlife and conservation

More capacity for the people protecting the habitat.

Develop practical workflows for small environmental firms, land managers, wildlife organizations, and conservation nonprofits. Keep the first project affordable by focusing on one survey, property, or reporting cycle.

  • Wildlife observation workflow: Sort camera and field records, flag possible sightings, and prepare a review queue for trained staff.
  • Invasive species workflow: Organize suspected sightings and locations, then track field verification and follow up.
  • Habitat reporting workflow: Combine survey notes, restoration work, and approved imagery into draft progress reports.
  • Grant reporting workflow: Assemble activity logs, costs, and supporting evidence for staff to review against grant requirements.
A possible first scope

Turn a folder of field notes and photos into a weekly habitat report. Biologists verify findings, and sensitive species locations remain restricted.

Use cases

Illustrative scenario, not a customer result. Connections, outputs, and review rules would be agreed and tested for your organization.

Wildlife observation workflowA new camera folder contains thousands of images.
Business value
Concentrate expert review on relevant observations while retaining the original evidence.
Connected records
Authorized camera folders, capture dates, survey locations, and the approved classification model.
Proposed preparation
Call an approved image classifier, group candidate sightings, and route uncertain images for review.
What your team receives
A review queue with image links, timestamps, and model confidence where available.
Your decision
Trained staff verify species; sensitive locations remain restricted.
Invasive species workflowA field volunteer submits a geotagged photo of an unfamiliar plant.
Business value
Keep an unverified observation distinct from a confirmed finding and a treatment decision.
Connected records
Field submission, location and date, earlier sightings, and approved identification references.
Proposed preparation
Check the record for location and date, retrieve approved identification guidance, and compare prior reports.
What your team receives
A suspected sighting record and a field verification task.
Your decision
A qualified reviewer identifies the species and approves any treatment.
Habitat reporting workflowA restoration team needs a monthly progress report.
Business value
Make recurring habitat reports traceable to the work and observations recorded at each site.
Connected records
Survey forms, dated photographs, restoration logs, and the reporting template.
Proposed preparation
Organize dated photos, survey notes, and completed work by site; flag gaps and incomparable observations.
What your team receives
A draft report separating documented work from changes needing verification.
Your decision
The land manager verifies conclusions and approves publication.
Grant reporting workflowA conservation grant requires activity and cost documentation.
Business value
Give program staff a clear view of reporting gaps before the submission deadline.
Connected records
Grant requirements, activity logs, approved expenses, receipts, and monitoring records.
Proposed preparation
Match the agreed reporting fields to approved logs, receipts, and monitoring records.
What your team receives
A draft evidence index and a missing document list.
Your decision
Program and finance staff approve reported outcomes and costs.
Explore the industry research
Construction and tradesDispatch, project paperwork, billing, and closeout
Construction and trade businesses

Workflows that connect the jobsite to the office.

Custom workflows for roofing companies, contractors, and specialty trades. Start affordably with one administrative task, then connect estimating, field operations, and finance as the business grows.

  • Service intake workflow: Extract site details and reported issues from emails and photos; draft a dispatch brief.
  • Project documentation workflow: Organize daily reports, submittals, RFIs, and change documentation for the project manager.
  • Billing support workflow: Match completed work, approved changes, and invoices to flag possible missed billing.
  • Closeout workflow: Track warranties, inspection records, and missing documents for each job.
A possible first scope

Build a service intake workflow for one shared inbox. Give the dispatcher a consistent job summary and a list of missing details to confirm.

Use cases

Illustrative scenario, not a customer result. Connections, outputs, and review rules would be agreed and tested for your organization.

Service intake workflowA customer emails photos of a roof leak without an access contact.
Business value
Move an incomplete enquiry toward a dispatch ready job without repeatedly retyping customer details.
Connected records
Service inbox, submitted photos, customer history, service area, and dispatch checklist.
Proposed preparation
Extract the site and reported issue, find the existing customer record, and identify missing access details.
What your team receives
A draft dispatch brief and a request for the missing information.
Your decision
The dispatcher confirms priority, access, and the site visit.
Project documentation workflowA proposed material appears inconsistent with the project specification.
Business value
Bring the relevant document versions together before the project team resolves a discrepancy.
Connected records
Approved specifications, dated submittals, drawing register, and project correspondence.
Proposed preparation
Retrieve the relevant approved submittal and specification pages, then compare the stated requirements.
What your team receives
A source linked discrepancy summary and draft RFI questions.
Your decision
The project manager and qualified design team resolve the issue.
Billing support workflowA completed change appears in field records but not the draft invoice.
Business value
Make approved work visible to billing while separating possible omissions from confirmed charges.
Connected records
Signed changes, field completion records, job ledger, and draft invoice lines.
Proposed preparation
Compare approved changes, completion records, and billing lines using the job number.
What your team receives
A potential unbilled item with its supporting records.
Your decision
Finance confirms entitlement, amount, and invoice approval.
Closeout workflowA project is complete but the handover folder is missing warranty documents.
Business value
Give each missing handover item an owner so closeout does not depend on memory.
Connected records
Contract checklist, warranty files, inspection records, and subcontractor document register.
Proposed preparation
Compare the folder against the approved closeout checklist and track responsible parties.
What your team receives
A closeout register with missing items and draft follow ups.
Your decision
The project team validates the final package before delivery.
Estimate follow up workflowAn approved estimate has no recorded reply and the proposed service date is approaching.
Business value
Keep open estimates visible without repeatedly checking each inbox or promising an unavailable appointment.
Connected records
Estimate register, customer messages, service schedule, and approved follow up rules.
Proposed preparation
Check for a reply, cancellation, or booked job; prepare a next step task and a contextual message for review.
What your team receives
A follow up queue showing the estimate, last contact, missing answer, and proposed owner.
Your decision
Staff confirm the contact history, current price, and any message or booking.
Explore the industry research
Finance and CFOsReconciliation, reporting, and cash flow scenarios
Finance / SMB and fractional CFOs

Custom finance workflows for your business and CFO practice.

Affordable workflow development for businesses with $500,000 to $100 million in annual revenue, and the fractional CFOs who advise them. Start with one recurring report or finance workflow.

aidefi develops reusable finance workflows that connect approved accounting, banking, sales, payroll, and operating data. Workflows gather records, check for gaps, prepare reporting, and route exceptions to your team. Your CFO gets a clearer view of cash, profit, and the decisions that need attention.

Discuss your finance workflow
From financial records to reports your team can act on.

Six practical workflows across the CFO’s reporting cycle.

We scope the workflows around your systems, reporting obligations, and team. Start with the process consuming the most time, then connect the next.

Close and reconcile

Monthly close workflow

Match bank, ledger, receivable, and payable records. Flag duplicates, missing support, and unusual balances. Prepare reconciliation schedules, close checklists, and proposed adjustments for your accounting team to approve.

Statements and dashboards

Financial reporting workflow

Prepare profit and loss, balance sheet, and cash flow reporting by company, department, location, or project. Connect operational KPIs to financial results, with approved account mappings, consolidation rules, and links back to the records.

Planning and cash

Cash planning workflow

Build budgets, rolling forecasts, and a 13 week cash outlook. Compare actual results with plan and test hiring, pricing, collections, and supplier payment scenarios. Keep assumptions visible so the CFO can challenge the forecast.

Executive reporting

Board and lender reporting workflow

Assemble recurring management reports, investor updates, debt schedules, and covenant calculations using agreed definitions. Draft explanations of changes in revenue, costs, and cash, with unresolved questions clearly marked for review.

Audit and tax preparation

Audit preparation workflow

Organize auditor request lists, supporting schedules, invoices, contracts, approvals, and transaction samples. Track missing evidence and preserve versions. Prepare agreed exports for external accountants and tax advisers, so each request has an owner and a source.

Revenue and margin

Revenue and margin workflow

Compare contracts, completed work, invoices, and payments to surface potentially missed billing. Flag overdue accounts, renewal dates, pricing exceptions, and customer or project margin erosion. Turn verified findings into actions for finance and sales.

A possible first scope

Start with your monthly reporting pack or a weekly receivables summary. For a fractional CFO, pilot one client before reusing the workflow across the practice with separate records and permissions.

For fractional CFO practices

Serve more clients with a repeatable reporting process.

Reuse reporting templates, close calendars, and review steps across your practice while keeping each client’s records, permissions, accounting rules, and approvals separate.

  • A practice view of deadlines, missing data, and exceptions.
  • Client reports with consistent definitions and business specific KPIs.
  • Meeting briefs, action lists, and follow up prepared from approved records.
  • Capacity for recurring cash planning, margin analysis, and advisory services.

Measure time per client and review workload before expanding capacity. New advisory revenue depends on client demand, delivery quality, and your pricing.

Built to fit your business

Right sized for the complexity you actually have.

$500,000 to $5 million
Cash visibility, collections, a dependable monthly reporting pack, and owner decisions.
$5 million to $25 million
Department or project margins, budgets, working capital, and recurring lender reporting.
$25 million to $100 million
Multiple entity reporting, intercompany reconciliation, consolidation schedules, and more complex management and audit requests.

These are starting points. Entity structure, transaction volume, and reporting requirements determine the scope.

Make expensive reporting work easier to prepare and review.

The opportunity is to reduce repeated spreadsheet assembly, missing documents, and reconciliation rework. We link figures to supporting records, use checked calculations for financial totals, and route discrepancies to the right reviewer. Your accountants retain accounting judgments and signoff; independent auditors determine their procedures and opinions.

Track reporting hours, close time, correction rates, audit preparation effort, overdue receivables, and verified billing recoveries. Separate recovered staff capacity from cash savings, and include setup, software, and review costs. Audit fee reductions and revenue gains are measured outcomes to test, not promises.

Bring us one recurring report

Use cases

Illustrative scenario, not a customer result. Connections, outputs, and review rules would be agreed and tested for your organization.

Monthly close workflowThe bank statement and ledger do not reconcile.
Business value
Focus the close on unexplained differences instead of repeated manual record searches.
Connected records
Ledger export, bank statement, invoices, payment references, and matching rules.
Proposed preparation
Use checked calculations to match records, locate unmatched entries, and gather supporting documents.
What your team receives
A reconciliation schedule and an exception list with proposed explanations.
Your decision
The accountant reviews explanations and approves any journal entries.
Financial reporting workflowThe owner needs a monthly report by location.
Business value
Prepare a consistent location report with the definitions and supporting records available for review.
Connected records
Reconciled balances, approved account mappings, location codes, and reporting definitions.
Proposed preparation
Apply approved account mappings to reconciled data and calculate agreed totals outside freeform text generation.
What your team receives
A draft reporting pack with source links and missing data clearly identified.
Your decision
The CFO verifies totals, classifications, and narrative.
Cash planning workflowPayroll is approaching while several customer invoices are overdue.
Business value
Show how delayed collections affect the payment calendar before the team makes a funding decision.
Connected records
Current balances, receivables ageing, approved payables, payroll dates, and timing assumptions.
Proposed preparation
Assemble balances, approved payables, receivables, and timing assumptions into a cash forecast.
What your team receives
A rolling cash view with base and delayed collection scenarios.
Your decision
The CFO approves assumptions and decides payment or financing actions.
Board and lender reporting workflowA quarterly reporting package needs updates from several departments.
Business value
Keep recurring board and lender reporting organized around the evidence still needed.
Connected records
Approved financial statements, supporting schedules, agreed reporting requirements, and department updates.
Proposed preparation
Gather approved financials and schedules, check agreed definitions, and flag absent evidence.
What your team receives
A draft reporting pack with unresolved questions and supporting calculations.
Your decision
Finance leadership approves disclosure and any covenant interpretation.
Audit preparation workflowAn auditor requests support for a sample of transactions.
Business value
Reduce repeated document requests by linking each sample to its evidence and review status.
Connected records
Auditor request list, transaction identifiers, contracts, approvals, invoices, and payment support.
Proposed preparation
Match the sample identifiers to invoices, approvals, contracts, and payment evidence.
What your team receives
An indexed evidence folder and a list of missing documents.
Your decision
The accounting team checks the response; the auditor controls audit procedures.
Revenue and margin workflowA project’s reported margin falls below the agreed review threshold.
Business value
Bring operations and finance to the same source records when a job's margin needs explanation.
Connected records
Job revenue, labor and materials costs, approved changes, billing records, and margin definitions.
Proposed preparation
Compare approved revenue, labor, materials, billing, and change records; isolate possible differences.
What your team receives
A source linked margin exception and questions for operations.
Your decision
The CFO validates the cause and chooses any billing or pricing action.
Explore the industry research
Marine, cruise, and charterBooking enquiries and operational handoffs
Marine industry

Workflows for cruise lines and charter cruise operators.

aidefi develops workflow software for the teams connecting reservations, guest service, shoreside operations, and vessel support. For smaller cruise businesses and charter operators, start with an affordable workflow around one recurring task, one vessel, or one itinerary.

Cruise line operations

Connect booking systems, guests, and shoreside teams.

  • Reservations workflow: Organize booking requests, flag missing guest details, and prepare proposed updates for staff across approved reservation and customer systems.
  • Guest service workflow: Draft answers from approved fare rules, itineraries, and service policies; route exceptions to the right team.
  • Voyage preparation workflow: Combine approved port schedules, supplier confirmations, passenger record exceptions, and department updates into a reviewable operations brief.
  • Revenue reconciliation workflow: Compare reservation, payment, commission, cancellation, and refund records to flag differences for finance review.
A possible first scope

Prepare a daily reservations exception report from existing systems. Staff can see incomplete bookings, payment mismatches, and items awaiting action in one place.

Charter cruise operations

Move from an inquiry to a well prepared charter.

  • Inquiry and quote workflow: Extract dates, guest counts, trip preferences, and budget from email or forms. Draft a quote using approved rates and availability for your team to confirm.
  • Booking follow up workflow: Track outstanding contracts, deposits, balances, and guest details; draft reminders for staff approval.
  • Charter preparation workflow: Assemble a trip brief with the proposed itinerary, guest requirements, catering requests, provisioning tasks, and vendor confirmations.
  • Vessel service workflow: Organize crew notes, turnaround tasks, maintenance records, and supplier requests into a follow up list for the responsible team.
A possible first scope

Turn inquiries from one charter inbox into draft quotes and a follow up list. Start with one vessel or charter package and expand after your team sees value.

Affordable development for marine businesses

Start with the handoff that costs your team the most time.

Scope one workflow around the tools you already use, including spreadsheets or an existing reservation system. Agree on development, software usage, and support costs before expanding. Your team approves bookings, prices, refunds, and guest messages; captains and qualified crew retain vessel and safety decisions.

Discuss your marine workflow

Use cases

Illustrative scenario, not a customer result. Connections, outputs, and review rules would be agreed and tested for your organization.

Reservations workflowA group booking contains inconsistent guest details.
Business value
Put incomplete passenger records in one reservations queue before they delay the group booking.
Connected records
Authorized booking records, passenger details, booking requirements, and fare conditions.
Proposed preparation
Read authorized reservation records, compare the submitted details, and flag fields that need confirmation.
What your team receives
A booking exception brief and proposed corrections.
Your decision
Reservations staff approve changes and confirm fare implications.
Guest service workflowA guest asks how a fare change affects their booking.
Business value
Give guest services a contextual draft with the policy behind it and a clear escalation route.
Connected records
Reservation details, approved fare rules, current guest policies, and the original question.
Proposed preparation
Retrieve the booked fare and the current approved policy, then draft an answer with the relevant provisions.
What your team receives
A contextual response and an escalation if the policy is unclear.
Your decision
Staff approve exceptions, refunds, and commitments to the guest.
Voyage preparation workflowA sailing is approaching and supplier confirmations are incomplete.
Business value
Make outstanding supplier and department confirmations visible before the operational handoff.
Connected records
Port schedules, supplier confirmations, passenger exceptions, and department preparation checklists.
Proposed preparation
Compare approved port, transfer, provisioning, and department records against a preparation checklist.
What your team receives
A voyage brief with outstanding confirmations and named internal owners.
Your decision
Operations staff confirm arrangements; captains retain voyage decisions.
Revenue reconciliation workflowBooking revenue differs from the payment and commission reports.
Business value
Give finance a consistent path from a booking difference to the records that explain it.
Connected records
Reservation ledger, payments, commissions, refunds, cancellations, and matching identifiers.
Proposed preparation
Match reservation IDs across approved records and identify cancellations, duplicate entries, or unmatched amounts.
What your team receives
A reconciliation schedule with records supporting each exception.
Your decision
Finance staff approve corrections and any refund.
Inquiry and quote workflowA group requests a sunset charter for a particular date and budget.
Business value
Turn an enquiry into a complete quote worksheet while staff retain control of availability and price.
Connected records
Requested date, party size, vessel schedule, approved rates, and charter terms.
Proposed preparation
Extract the requested details, check approved availability and rate information, and ask for missing requirements.
What your team receives
A tentative quote and booking brief, with availability still subject to confirmation.
Your decision
The operator confirms capacity, price, vessel availability, and terms.
Booking follow up workflowA charter is approaching with a missing deposit or unsigned agreement.
Business value
Keep contract and payment follow up tied to the booking and its approaching departure.
Connected records
Booking checklist, signed agreements, deposit records, balance due dates, and guest details.
Proposed preparation
Compare the booking checklist with approved payment and contract records.
What your team receives
A follow up queue and draft reminders showing exactly what is outstanding.
Your decision
Staff confirm the records before contacting the customer or changing the booking.
Charter preparation workflowA confirmed trip includes catering requests and a transfer.
Business value
Give the charter team one preparation brief covering guests, vendors, and unresolved arrangements.
Connected records
Confirmed booking, guest requirements, proposed itinerary, catering requests, and vendor replies.
Proposed preparation
Organize approved guest preferences, vendor confirmations, and itinerary details into one checklist.
What your team receives
A trip brief with unconfirmed arrangements clearly marked.
Your decision
The charter team confirms services; the captain approves operational plans.
Vessel service workflowCrew report a recurring issue during a turnaround.
Business value
Keep recurring vessel issues connected to earlier service work for the responsible engineer.
Connected records
Crew notes, vessel identifier, maintenance history, open tasks, and approved service documents.
Proposed preparation
Link the note to maintenance history and approved service references, and check for an existing open task.
What your team receives
A maintenance follow up ticket and a draft vendor request.
Your decision
The responsible engineer or captain determines seaworthiness and repair actions.
Explore the industry research
More business workflowsTravel, distribution, ERP, and investment operations
Travel, distribution, and investment operations

Workflows for the systems your business runs on.

Start with an affordable, focused workflow around one recurring handoff in your existing software. Each example can be scoped independently.

Travel agencies and excursions

Travel service workflows

  • Inquiry workflow: Organize trip requests, preferences, and missing details for the advisor.
  • Itinerary workflow: Assemble supplier confirmations, transfer details, and proposed itinerary updates for review.
  • Commission workflow: Compare approved bookings and supplier statements to flag missing commissions or payment differences.

Start small: Prepare one daily follow up list for a travel agency or excursion business. Staff approve bookings, prices, and guest communications.

Use cases

Illustrative scenario, not a customer result. Connections, outputs, and review rules would be agreed and tested for your organization.

Inquiry workflowA traveler requests a trip but leaves out the departure date.
Business value
Give the advisor a complete request to work from and make unanswered questions visible.
Connected records
Travel enquiry, customer preferences, approved customer records, and the advisor's intake checklist.
Proposed preparation
Organize the preferences, locate the approved customer context, and list the details needed to proceed.
What your team receives
An advisor brief and a draft clarification message.
Your decision
The advisor confirms the request and any proposed options.
Itinerary workflowA supplier changes a transfer time after the itinerary was drafted.
Business value
Spot itinerary conflicts before an updated plan reaches the traveler.
Connected records
Supplier confirmations, transfer times, approved itinerary, and booking references.
Proposed preparation
Compare the new confirmation with the approved itinerary and identify affected connections.
What your team receives
A proposed itinerary update and an exception for any timing conflict.
Your decision
The advisor confirms arrangements before informing the traveler.
Commission workflowA supplier statement appears to omit an eligible booking.
Business value
Keep a missing commission tied to the booking and agreement needed to investigate it.
Connected records
Booking records, supplier statements, agreed commission terms, and payment history.
Proposed preparation
Match booking references and approved commission terms with the statement.
What your team receives
An exception list and a draft enquiry with supporting records.
Your decision
Finance verifies the amount and approves the supplier enquiry.
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Distribution and ERP

Order and document workflows

  • Document matching workflow: Connect supplier bills, purchase orders, and delivery receipts.
  • Order workflow: Flag incomplete orders and missing shipment updates.
  • Customer records workflow: Identify potential duplicate or incomplete ERP records for review.

Start small: Start with missing delivery receipts for one supplier group. Keep the existing ERP and route proposed corrections to staff.

Use cases

Illustrative scenario, not a customer result. Connections, outputs, and review rules would be agreed and tested for your organization.

Document matching workflowA warehouse invoice arrives without the corresponding delivery receipt.
Business value
Bring missing delivery evidence to the buyer's attention before an invoice stalls in accounts payable.
Connected records
Supplier invoice, purchase order, warehouse receipt, and approved matching rules.
Proposed preparation
Match the purchase order and receiving references, search approved folders, and record what is still missing.
What your team receives
A document packet or a missing receipt task.
Your decision
Accounts payable verifies receipt and approves payment.
Order workflowA customer emails an order using an informal product description.
Business value
Reduce rekeying and make ambiguous product descriptions visible before order entry.
Connected records
Customer email, approved product catalog, account record, and current order entry requirements.
Proposed preparation
Find candidate item matches, check approved stock data, and flag ambiguity before drafting a quote.
What your team receives
A proposed quote with unresolved product or quantity questions.
Your decision
Sales staff confirm the item, price, availability, and order.
Customer records workflowTwo account records appear to refer to the same customer.
Business value
Keep duplicate candidates reviewable without silently merging two different customers.
Connected records
Customer records, identifiers, contact details, account rules, and change history.
Proposed preparation
Compare approved identifiers and transaction context without automatically merging the records.
What your team receives
A possible duplicate report with the evidence and conflicting fields.
Your decision
The data owner decides whether to merge or correct the records.
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Commodities and investment operations

Research and reporting workflows

  • Research workflow: Summarize approved market reports with source links.
  • Exposure reporting workflow: Assemble positions and agreed risk measures for review.
  • Investor reporting workflow: Draft recurring updates from approved records.

Start small: Start with one weekly research or operations pack for a small fund or advisory team. Investment professionals retain investment decisions and trade approval.

Use cases

Illustrative scenario, not a customer result. Connections, outputs, and review rules would be agreed and tested for your organization.

Research workflowA commodities team needs a brief on a new crop report.
Business value
Give the team a brief whose reported facts, publication times, and open questions are easy to inspect.
Connected records
Authorized market publications, source dates, agreed research questions, and prior reports.
Proposed preparation
Retrieve permitted reports, extract dated findings, and compare them with prior releases without treating estimates as facts.
What your team receives
A cited research brief separating source statements from analytical questions.
Your decision
An analyst verifies the sources and forms any investment view.
Exposure reporting workflowThe team wants a daily view of exposure by commodity and counterparty.
Business value
Bring inconsistent positions or identifiers to the risk team's attention before reporting.
Connected records
Approved position exports, counterparty records, valuation timestamps, and exposure definitions.
Proposed preparation
Use approved positions and tested calculations to assemble agreed measures; flag stale prices or missing records.
What your team receives
An exposure report with exceptions and visible valuation assumptions.
Your decision
Risk staff verify calculations and approve any response; no autonomous trades.
Investor reporting workflowA periodic investor update needs financial and operations inputs.
Business value
Keep investor report preparation tied to approved figures and disclosure review.
Connected records
Approved performance data, operational updates, reporting templates, and supporting calculations.
Proposed preparation
Collect approved figures and commentary, check consistency, and identify unapproved claims.
What your team receives
A draft update with a review trail and missing inputs.
Your decision
Authorized staff approve disclosures and distribution.
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Embedded and marine systemsExplore engineering support
Tel Aviv Delivery Center

Embedded Forward Deployed AI Systems

We develop focused workflow software for small engineering firms and suppliers supporting marine, drone, and embedded systems. Keep the first engagement affordable by starting with one test or maintenance workflow.

  • Test review workflow: Organize test logs, identify recurring errors, and prepare an engineer review queue.
  • Maintenance workflow: Find relevant approved manuals and prepare service checklists.
  • Documentation workflow: Track missing evidence and draft technical handoff notes for engineering approval.

Start with a test log summary for one system. Engineers and operators retain control of safety decisions and physical systems.

Shlomi Sherlpling

General Manager, Embedded Forward Deployed AI Systems

Leading aidefi's embedded engineering division from Tel Aviv.

WeWork ToHa
114 Yigal Alon Street
Tel Aviv Yafo 6744320, Israel

Discuss an engineering engagement

Use cases

Illustrative scenario, not a customer result. Connections, outputs, and review rules would be agreed and tested for your organization.

Test review workflowA new software build produces repeated failures in an approved test environment.
Business value
Help engineers group recurring failures and locate the evidence needed for investigation.
Connected records
Approved test output, build identifiers, known issues, and test environment configuration.
Proposed preparation
Group test logs, link errors to recent changes, and retrieve relevant specifications.
What your team receives
A reproducible issue summary and proposed investigation steps.
Your decision
Engineers verify the diagnosis and approve any code change.
Maintenance workflowA technician needs the correct service procedure for a particular component.
Business value
Give the technician the applicable reference with its revision and equipment context.
Connected records
Component identifier, approved manuals, revision register, and service record.
Proposed preparation
Match the component and version to approved manuals and gather applicable service notes.
What your team receives
A source linked procedure reference and checklist draft.
Your decision
Qualified staff verify applicability and perform the work.
Documentation workflowAn engineering handoff lacks evidence for several requirements.
Business value
Make gaps in engineering evidence visible before a release or customer handoff.
Connected records
Requirements register, test records, approved design files, and handoff checklist.
Proposed preparation
Compare the approved requirements list with test results, design records, and document versions.
What your team receives
A traceability checklist showing missing or inconsistent evidence.
Your decision
Engineering leads approve the completed handoff and release.
Explore the industry research
Freight and logisticsShipment updates, document readiness, and billing
Freight and logistics

Keep dispatch and the office working from the same records.

Connect shipment paperwork, carrier updates, and customer handoffs around the exceptions that need your operations team.

Use cases

Illustrative scenario, not a customer result. Connections, outputs, and review rules would be agreed and tested for your organization.

Shipment readiness workflowA pickup is approaching with an incomplete shipment file.
Business value
Give dispatch a clear document check before committing the next move.
Connected records
Shipment register, required document checklist, operations inbox, and authorized carrier updates.
Proposed preparation
Match attachments to the shipment, check required fields, and assign missing information to the file owner.
What your team receives
A readiness list linking missing documents and conflicting dates to each shipment.
Your decision
Operations confirms release status and dispatch instructions.
Shipment status workflowA carrier update differs from the customer facing shipment plan.
Business value
Keep sales and operations aligned when the latest status changes.
Connected records
Shipment identifiers, authorized tracking records, internal milestones, and carrier correspondence.
Proposed preparation
Compare the latest recorded event with the plan, flag stale information, and draft a concise status summary.
What your team receives
An exception brief with the source timestamp, affected milestone, and proposed customer update.
Your decision
Staff verify the event and approve any customer commitment or routing change.
Freight billing workflowA carrier invoice includes an accessorial charge with incomplete supporting paperwork.
Business value
Make disputed or unsupported charges visible before payment review.
Connected records
Rate confirmation, carrier invoice, delivery evidence, approved accessorial terms, and job ledger.
Proposed preparation
Compare the charge with the agreed terms and available evidence; identify missing support and duplicate candidates.
What your team receives
A charge review sheet with source references and a draft carrier question.
Your decision
Finance determines the payable amount and approves any dispute or payment.
Fabrication and manufacturingQuote packets, revision checks, and job cost
Fabrication and manufacturing

Keep the shop working from the right information.

Connect customer requests, approved drawing revisions, material records, and job paperwork so each handoff has a clear owner.

Use cases

Illustrative scenario, not a customer result. Connections, outputs, and review rules would be agreed and tested for your organization.

Quote preparation workflowAn RFQ arrives with drawings, quantities, and an unclear finish specification.
Business value
Give the estimator a complete request packet before pricing starts.
Connected records
Customer RFQ, drawing files, material specifications, quantity breaks, and estimating checklist.
Proposed preparation
Index the request, identify absent specifications, and organize questions by drawing or part.
What your team receives
A quote worksheet with linked drawings and a missing information list.
Your decision
The estimator validates manufacturability, capacity, price, and delivery commitments.
Drawing revision workflowA purchasing request references a revision older than the released drawing.
Business value
Catch a document mismatch before it reaches a purchase or production release.
Connected records
Drawing register, released revision, change approval, bill of materials, and draft purchase request.
Proposed preparation
Compare part identifiers and revision status; identify affected lines and preserve the conflicting records.
What your team receives
A revision exception listing the document mismatch and items requiring review.
Your decision
Engineering and purchasing approve the correct revision and any order change.
Job cost workflowA completed fabrication job has labor and material entries scattered across systems.
Business value
Give the shop and finance team a common view of job costs and missing support.
Connected records
Job traveler, approved time records, material issues, scrap records, and ERP job ledger.
Proposed preparation
Group records by job, calculate agreed cost totals, and flag unmatched entries or missing approvals.
What your team receives
A job cost worksheet with traceable calculations and open reconciliation items.
Your decision
The responsible team approves adjustments and the final margin report.
Equipment rentalReturn checks, service queues, and rental billing
Equipment rental

Connect each return to the next rental.

Bring return events, inspection evidence, service status, and contract terms into an organized review queue.

Use cases

Illustrative scenario, not a customer result. Connections, outputs, and review rules would be agreed and tested for your organization.

Return intake workflowA machine is back in the yard but still appears on rent in the system.
Business value
Make a physical return visible to the people responsible for inspection and contract review.
Connected records
Return ticket, asset identifier, rental agreement, yard notes, and ERP rental status.
Proposed preparation
Link the return evidence to the asset and contract; flag conflicting timestamps and missing check in details.
What your team receives
A return exception with the supporting record and proposed next step.
Your decision
Staff confirm the return time, condition, contract close, and any billing change.
Service readiness workflowA returned unit has an unresolved inspection issue before its next reservation.
Business value
Keep service work visible before staff promise availability.
Connected records
Inspection checklist, defect photos, maintenance history, open work orders, and reservation calendar.
Proposed preparation
Compare unresolved issues with service status, group repeat reports, and prepare a maintenance task.
What your team receives
A readiness queue showing affected assets, evidence, and upcoming bookings.
Your decision
Qualified staff determine safety and readiness; dispatch confirms availability.
Rental charge review workflowA draft rental invoice includes a late return or damage charge.
Business value
Keep each proposed charge connected to the agreement and inspection evidence.
Connected records
Signed rental terms, check out and return records, condition reports, and draft invoice.
Proposed preparation
Check recorded dates and approved rate rules; flag missing evidence and inconsistent charge calculations.
What your team receives
An invoice review sheet with supporting records and unresolved questions.
Your decision
Staff decide disputed charges, credits, and final invoicing.
Retail and ecommerceOrder queries, returns, and stock exceptions
Retail and ecommerce

Keep customer requests connected to the order.

Organize support and back office work using the records behind each purchase, return, and inventory exception.

Use cases

Illustrative scenario, not a customer result. Connections, outputs, and review rules would be agreed and tested for your organization.

Order support workflowA customer asks about an order whose fulfillment status is unclear.
Business value
Give the support team a consistent answer based on the latest available records.
Connected records
Order record, shipment updates, approved product information, and support history.
Proposed preparation
Locate the order, compare fulfillment events, flag missing tracking, and draft an answer with its source.
What your team receives
A customer service brief and a response ready for staff review.
Your decision
Staff confirm identity, delivery commitments, and any compensation.
Return review workflowA return request appears alongside an earlier refund entry.
Business value
Help prevent duplicate handling by making the existing transaction visible.
Connected records
Return request, original order, refund ledger, payment reference, and return policy.
Proposed preparation
Match transaction identifiers, check for an earlier refund or open request, and prepare a review item.
What your team receives
A return worksheet showing policy checks and possible duplicate actions.
Your decision
Staff approve the decision; payment updates use the system’s transaction and duplicate action controls.
Stock exception workflowSales continue while a product count differs between the store and warehouse.
Business value
Direct inventory review toward the discrepancies affecting orders.
Connected records
Approved sales and stock exports, receiving records, transfers, and reorder rules.
Proposed preparation
Compare quantities and timestamps, identify unmatched movements, and prepare a count or replenishment task.
What your team receives
A stock discrepancy list with source records and suggested owners.
Your decision
Staff verify physical stock and approve adjustments or purchase orders.
Food productionBatch records, supplier paperwork, and order readiness
Food production

Keep production records connected from receipt to shipment.

Organize the records your production, quality, and office teams need to review each batch and its supporting paperwork.

Use cases

Illustrative scenario, not a customer result. Connections, outputs, and review rules would be agreed and tested for your organization.

Batch record workflowA production run has ingredient receipts and a batch log in separate folders.
Business value
Give quality staff a traceable document index without treating missing evidence as complete.
Connected records
Approved batch logs, lot identifiers, ingredient receipts, production dates, and document requirements.
Proposed preparation
Link recorded input lots to the batch and flag absent or conflicting identifiers.
What your team receives
A batch evidence index and a list of traceability gaps for review.
Your decision
Qualified staff verify traceability and determine release, hold, or other quality actions.
Supplier document workflowA delivery arrives with a missing or outdated required supplier document.
Business value
Keep receiving and quality review aligned on the evidence still needed.
Connected records
Purchase order, receipt, approved supplier requirements, certificates, and document dates.
Proposed preparation
Compare the available documents with the required checklist and prepare a request for missing support.
What your team receives
A receiving document exception with supplier, lot, and required reviewer.
Your decision
Quality and purchasing determine acceptance and approve supplier communication.
Production order workflowAn upcoming order depends on materials with unresolved receiving status.
Business value
Put the records behind a readiness concern in front of production planning.
Connected records
Customer order, approved schedule, material availability, receiving status, and hold records.
Proposed preparation
Compare requirements with recorded availability and identify shortages or unresolved status.
What your team receives
An order readiness brief with affected items and source timestamps.
Your decision
The planner confirms the schedule; authorized staff control quality release and shipment.
Professional servicesProject intake, timesheets, and client reporting
Professional services

Connect the engagement to the work and the invoice.

Keep client requirements, delivery records, and billing support organized around each engagement.

Use cases

Illustrative scenario, not a customer result. Connections, outputs, and review rules would be agreed and tested for your organization.

Engagement intake workflowA signed project is ready to start but the delivery team lacks several client inputs.
Business value
Turn the sales to delivery handoff into a checklist with clear ownership.
Connected records
Signed scope, approved proposal, client forms, project template, and handoff requirements.
Proposed preparation
Extract deliverables and dates, compare supplied inputs with the checklist, and draft internal setup tasks.
What your team receives
An engagement brief with missing inputs, owners, and approval points.
Your decision
The project lead confirms scope, staffing, dates, and client requests.
Time and billing workflowSubmitted timesheets include an unrecognized project code and unapproved expenses.
Business value
Make billing preparation easier to review before entries reach the invoice.
Connected records
Approved time entries, expense support, project codes, rate agreements, and billing rules.
Proposed preparation
Match entries to the engagement, check approvals and agreed calculations, and isolate exceptions.
What your team receives
A draft billing schedule with source records and items needing correction.
Your decision
Managers approve time and expenses; finance approves rates and invoices.
Client reporting workflowA client status meeting is approaching with updates across email and project tools.
Business value
Give the account lead one reviewable view of progress and decisions needed.
Connected records
Project tasks, approved deliverables, meeting actions, time summaries, and client reporting template.
Proposed preparation
Gather updates by milestone, separate recorded completion from unconfirmed progress, and list dependencies.
What your team receives
A draft status report with source links, open decisions, and proposed follow up owners.
Your decision
The account lead verifies progress and approves the report and commitments.
Vacation rentalsRevenue, bookings, and portfolio operations