ERP migration

Migrate from AI Works to Acumatica

Field-level mapping, validation, and rollback between AI Works and Acumatica. We move data and schema; workflows are rebuilt natively in Acumatica.

AI Works logo

AI Works

Source

Acumatica

Destination

Acumatica logo

Compatibility

100%

12 of 12

objects map 1:1 between AI Works and Acumatica.

Complexity

BStandard

Timeline

48–72 hours

Rollback included Accuracy guarantee Field-level validation

Overview

What this migration involves

AI Works and Acumatica both manage core ERP objects — contacts, companies, products, and financial transactions — but their data architectures differ significantly. AI Works typically stores data in a per-company model, while Acumatica uses a tenant-based structure with Company, Branch, and GLAccount entities that require careful upfront configuration before data lands. FlitStack AI reads from AI Works via its export API or direct database query, transforms records to match Acumatica's schema conventions, and loads through Acumatica's Import by Scenario or REST API. We map customers and vendors to Acumatica's ARCustomers and APSuppliers objects, inventory items to InventoryItems with warehouse-specific bin locations, and open sales/purchase orders to SOOrders and POOrders. Automation rules, approval workflows, and saved searches in AI Works do not transfer — we export the configuration definitions as a rebuild reference for your Acumatica administrator. A sample migration of 200–500 records runs first with a field-level diff so you can verify GL account mapping and entity assignment before the full run commits.

Field-level fidelity

Every standard and custom field arrives verified.

Schema-aware mapping

AI proposes the map; you confirm before any record moves.

Relationships preserved

Parent–child, lookups, and ownership stay linked.

Full activity history

Calls, emails, meetings — with original timestamps.

Attachments & notes

Documents, uploads, and inline notes move with the record.

Why teams make this switch

Two sides of the same decision

Leaving

AI Works logo

AI Works

What's pushing teams away

  • No public product documentation or schema reference — customers needing to migrate data cannot self-serve and must rely on direct vendor engagement.
  • Not a packaged ERP in the conventional sense — companies needing a system of record with published modules and roadmap typically move to NetSuite, Acumatica, or Microsoft Dynamics 365.
  • No published pricing, no integrations directory, and no public API surface available on the corporate website.
  • Small-vendor risk for finance-critical workflows; customers outgrowing the team typically migrate to better-supported platforms.
  • Limited third-party reviewer coverage — there is no G2/Capterra/Software Advice presence to validate fit or compare against alternatives.

Choosing

Acumatica logo

Acumatica

What's pulling them in

  • Unlimited user licensing lets companies add staff without per-seat billing shocks, making Acumatica cost-predictable at scale.
  • Flexibility and scalability earn consistent praise — users value a platform that adapts to vertical workflows without forcing a redesign.
  • Real-time visibility across financials, inventory, and projects gives mid-market businesses a consolidated operational view previously available only in enterprise-tier ERPs.
  • Cloud-native architecture with automatic updates removes infrastructure management burden from in-house IT teams.
  • Modular licensing lets companies start with one or two suites (Financials, Distribution) and expand into Manufacturing or CRM incrementally.

Object mapping

How AI Works objects map to Acumatica

Each row shows how a AI Works object lands in Acumatica, including any object-level transformations, lookup resolution, or schema-design dependencies.

Typical mapping — final map is confirmed during the sample migration step.

AI Works

Contact / Customer

maps to

Acumatica

ARCustomer

1:1
Fully supported

AI Works customer records map directly to Acumatica ARCustomer. The primary contact fields (name, email, phone) transfer to ARContact. Customer class, credit terms, and tax zone map to corresponding Acumatica fields. Address records become ARAddress with the same role-based distinction (billing vs. shipping).

AI Works

Vendor / Supplier

maps to

Acumatica

APSupplier

1:1
Fully supported

AI Works vendor records map to Acumatica APSupplier with the same field-level alignment as customer mapping. Tax ID and payment terms transfer to Acumatica's tax ID fields and TermsID respectively. Remit-to addresses become APAddress records keyed to the supplier. Vendor class codes and payment methods map to the corresponding Acumatica fields, ensuring correct purchasing workflow settings. Multiple remit‑to locations each become separate APAddress records linked by SupplierID.

AI Works

Product / Item

maps to

Acumatica

InventoryItem

1:1
Fully supported

AI Works product catalog maps to Acumatica InventoryItem. Stock items become InventoryItem with ItemType='Stock', non-stock items use ItemType='Non-Stock'. Unit of measure conversions must align — AI Works UOMs map to Acumatica's UOMCode list.Warehouse and bin assignment maps from AI Works location fields to Acumatica's WarehouseID and default LocationID.

AI Works

Sales Order

maps to

Acumatica

SOOrder

1:1
Fully supported

Open AI Works sales orders migrate to Acumatica SOOrder with Status preserved (on hold, pending, open). Order lines map to SOLine with the InventoryID lookup resolved against migrated items. Tax amounts recalculate based on Acumatica tax zone settings unless the source tax is stored as a flat amount and must be preserved as-is.

AI Works

Purchase Order

maps to

Acumatica

POOrder

1:1
Fully supported

Open purchase orders map to Acumatica POOrder. Line items resolve against the migrated vendor and inventory item set. Requisition and approval status in AI Works translates to Acumatica's POOrder status hierarchy — 'pending approval' becomes 'P' (pending approval), 'approved' becomes 'O' (open).

AI Works

Invoice / AR Invoice

maps to

Acumatica

ARInvoice

1:1
Fully supported

AI Works invoices map to Acumatica ARInvoice using the document type that corresponds to the source record type (Invoice, Credit Memo, Debit Memo). Line items transfer to ARTran with inventory lookups validated against the migrated item set. Original invoice dates and reference numbers are preserved in ExtRefNbr and InvoiceNbr fields.

AI Works

Bill / AP Invoice

maps to

Acumatica

APInvoice

1:1
Fully supported

AI Works vendor bills migrate to Acumatica APInvoice. Tax amounts are preserved or recalculated based on the AP tax setting per vendor. Retainage amounts in AI Works map to the RetainageBill checkbox and RetainagePct fields in Acumatica if the source configuration uses retainage.

AI Works

GL Account

maps to

Acumatica

Account

1:1
Fully supported

AI Works chart of accounts maps to Acumatica Account. Account numbers and descriptions transfer directly. Active/inactive status maps to ActiveFlag. Subaccounts in AI Works map to Acumatica's subaccount segments if the destination uses a segmented chart (e.g., 4-4-2 format). We validate that all account segments exist in Acumatica before loading.

AI Works

Project / Job

maps to

Acumatica

PMProject

1:1
Fully supported

AI Works project or job records map to Acumatica PMProject. Project status, start/end dates, and budget amounts transfer. If AI Works uses project-specific GL allocation rules, those map to Acumatica's revenue and expense allocation templates under the Project budget. Project tasks, cost categories, and billing rules also transfer, mapping to Acumatica's task codes, cost codes, and billing settings to preserve the original project cost structure.

AI Works

Custom Object / Custom Properties

maps to

Acumatica

Custom DAC Fields (Schema Extension)

1:1
Fully supported

AI Works custom properties on any standard object migrate as Acumatica Schema Extensions. We create the USR-prefixed field on the corresponding DAC (e.g., ARCustomer), matching the data type (string, integer, date, list). Custom objects in AI Works require a new DAC definition in Acumatica — your admin reviews and approves the schema before we load records.

AI Works

Attachment / Document

maps to

Acumatica

NoteDoc / File

1:1
Fully supported

AI Works file attachments associated with records download and re-upload to Acumatica's note-and-document system. The NoteID links the file to the corresponding ARCustomer, SOOrder, or other target record. File size limits per Acumatica's upload configuration apply (typically 25MB per file).

AI Works

Workflow / Automation Rules

maps to

Acumatica

None (no equivalent)

1:1
Fully supported

AI Works workflows, approval chains, and automation rules do not transfer to Acumatica — they must be rebuilt in Acumatica's Business Events and Automation Steps framework. We export the AI Works workflow definitions as a structured reference document for your Acumatica admin to use during post-migration configuration.

Gotchas + challenges

What specifically takes care here

Platform-specific issues from each side, plus the pair-specific challenges that don't show up on either platform's page on its own.

AI Works logo

AI Works gotchas

High

Vendor is not positioned as a conventional packaged ERP

High

No publicly documented API or schema

Acumatica logo

Acumatica gotchas

High

API user licenses cap concurrent sessions and request throughput

High

Multi-tenant filtering requires CompanyID awareness

Medium

Custom fields require separate discovery before field mapping

Medium

Notes and attachments use a separate linked table structure

Low

Implementation timelines frequently run 3–9 months end-to-end

Pair-specific challenges

  • Acumatica Import by Scenario requires field validation that AI Works skips

    AI Works may allow free-form text in fields that Acumatica enforces as pick-lists or validated dimensions — for example, tax zone codes, payment terms, or inventory item types. If the source data contains values not configured in Acumatica, the Import by Scenario rejects the row silently or truncates the value. FlitStack AI runs a pre-validation pass against the destination configuration before the migration: any unmapped pick-list values surface in a remediation report so your Acumatica admin can add the missing codes rather than losing the record during load. This is the single most common cause of partial migration failures in Acumatica projects.

  • Multi-company AI Works data requires Acumatica tenant and branch mapping

    If AI Works manages multiple legal entities from a single database, those entities map to separate Company records within one Acumatica tenant — or to separate tenants if the chart of accounts cannot be shared. Each AI Works company may also have its own GL structure, which must align with Acumatica's segment configuration (Branch, Department, Location, Project). We deliver an entity-mapping plan before data moves: source companies map to destination Companies and Branches, and we validate that GL segment values exist in the destination before the migration runs.

  • AI Works automation rules have no Acumatica equivalent

    Approval workflows, conditional notifications, and rule-based routing in AI Works do not transfer. Acumatica uses Business Events with automation steps and email templates as its automation layer — the configuration model is fundamentally different. We export the AI Works automation definitions as a structured document (trigger type, conditions, actions) so your Acumatica admin can rebuild the equivalent logic using Acumatica's framework. Any AI Works workflows that auto-post invoices or update inventory based on triggers require manual design in Acumatica before those processes resume at scale.

  • Generic Inquiries (saved searches) must be rebuilt, not migrated

    AI Works custom reports and saved searches export as data files but cannot be imported as Acumatica Generic Inquiries. Generic Inquiries in Acumatica are SQL-like definitions stored as XML configurations tied to specific DACs and relations — they have no import/export compatibility with other platforms. We export the report column layouts and filter criteria from AI Works as a reference document. Your Acumatica admin or consultant then recreates each saved search using Acumatica's Generic Inquiry designer, applying the same columns and filters to the migrated dataset.

  • Acumatica OAuth 2.0 scopes limit which API endpoints are accessible

    Acumatica's API access is scoped by endpoint name (Default, Manufacturing, Ecommerce). If your AI Works migration requires access to Acumatica modules not included in your licensed endpoint scope, certain record types may not be writable via API. We verify the OAuth scopes on your Acumatica tenant before migration planning — any missing scopes are raised as a prerequisite so your Acumatica admin can adjust licensing or use Import by Scenario (which bypasses some API scope restrictions) as an alternative load path.

Migration approach

Six steps for a successful AI Works to Acumatica data migration

  1. Map AI Works entities to Acumatica tenant and branch structure

    FlitStack AI inventories all AI Works companies, GL structures, and warehouse assignments. We deliver an entity-mapping plan that assigns each source company to a destination Acumatica Company and Branch, identifies the chart of accounts segments to activate, and confirms which Acumatica modules (Financials, Inventory, Projects) are required. This plan is the prerequisite for all downstream configuration — no data moves until the tenant and branch structure is confirmed.

  2. Validate and remediate destination configuration against source data

    We run a pre-validation pass: every pick‑list value, tax zone, payment term, and UOM in AI Works is checked against the corresponding Acumatica configuration. Unmapped values surface in a remediation report with the option to bulk-add missing codes to Acumatica or collapse source values into the nearest match. This step prevents silent row rejections during the load phase.

  3. Export from AI Works and transform to Acumatica schema

    FlitStack AI extracts records via AI Works export API or direct database query, transforms field values per the field mapping, and validates foreign keys (customer IDs, item numbers, GL accounts) against the migrated set. Any record with a missing dependency — a sales order for a customer that failed to load — is flagged in a dependency report and held for retry in the delta pass.

  4. Run sample migration with field-level diff

    A representative slice (typically 200–500 records covering customers, vendors, items, and open orders) migrates first. We generate a field-level diff comparing source values to destination field values so you can verify GL account mapping, entity assignment, and tax preservation before the full run commits. If any discrepancies appear, you can request a remap before the final load, and we will update the field mapping accordingly. You sign off on the diff before we proceed.

  5. Execute full migration with delta-pickup window

    The full dataset loads into Acumatica. During the load, each record is validated against Acumatica's schema and pick‑list constraints to prevent silent failures. A 24–48 hour delta-pickup window captures any records created or modified in AI Works during the cutover period. FlitStack AI generates an audit log of every operation and provides a one-click rollback target if reconciliation reveals unexpected gaps. After rollback is confirmed available, you switch user access to Acumatica and retire AI Works.

Platform deep dives

Context on both ends of the pair

AI Works logo

AI Works

Source

Strengths

  • Flexible custom-build engagement model suits organizations needing bespoke AI overlays.
  • Direct, small-team vendor relationship.
  • AI talent resourcing can complement internal teams.
  • No prescriptive product lock-in for those starting from a custom data model.

Weaknesses

  • No public ERP product documentation, schema, or pricing.
  • Absent from major reviewer aggregators (G2, Capterra, Software Advice).
  • Migration scoping requires the vendor's direct cooperation; self-service is not viable.
  • Roadmap and product versioning are not publicly visible.
  • Small-vendor delivery risk for finance-critical systems.
Acumatica logo

Acumatica

Destination

Strengths

  • Unlimited named-user licensing eliminates per-seat cost scaling as teams grow.
  • Modular architecture lets companies deploy Financials first and add Distribution, Manufacturing, or CRM incrementally.
  • Cloud-native with automatic updates removes infrastructure patching and version management from IT responsibilities.
  • Flexible customization framework (UDFs, extensions) supports vertical-specific workflows without forking core code.
  • Multi-tenant architecture with CompanyID isolation enables safe data segregation across subsidiaries.

Weaknesses

  • Steep learning curve and complex initial setup create significant onboarding friction.
  • Report Designer is widely cited as unintuitive and difficult to use for non-developers.
  • Feature gaps require customizations or third-party add-ons, adding implementation cost and complexity.
  • Implementation timelines frequently exceed initial estimates, especially for multi-module deployments.
  • API rate limits and concurrent session caps are tied to license tier, creating throughput constraints for bulk data operations.

Complexity grading

How hard is this migration?

Standard ERP migration. 1 of 8 objects need a mapping; the rest are 1:1.

B

Overall complexity

Standard migration

Derived from compatibility, mapping clarity, API constraints, and data volume across AI Works and Acumatica.

  • Object compatibility

    B

    1 of 8 objects need a mapping; the rest are 1:1.

  • Field mapping clarity

    C

    Field mapping is derived from defaults — final spec confirmed during the sample migration.

  • Timeline complexity

    B

    8-object category — typical timelines run 2–7 days end-to-end.

  • API constraints

    B

    AI Works: Not publicly documented — typical SaaS limits assumed and confirmed during scoping.

  • Data volume sensitivity

    B

    AI Works doesn't expose a bulk API — REST + parallelization used for high-volume runs.

Estimator

Estimate your AI Works to Acumatica migration cost

Rule-based pricing — no per-record fees, no manual quotes. Migrations over 2M records are scoped individually.

Step 1

What are you migrating?

Pick a category, then your source and destination platforms.

Category

FAQ

Frequently asked questions about AI Works to Acumatica data migrations

Answers to the questions buyers ask most during AI Works to Acumatica migration scoping. Not seeing yours? Book a call.

Can't find your answer?

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Book a free 30 minute consultation

Most AI Works to Acumatica migrations complete in 48–72 hours of clock time for under 25,000 transactional records. Multi-entity setups with 250,000+ records, complex GL segment structures, or heavy custom-field usage extend to 7–12 days. The longest step is typically validating the Acumatica configuration against the source data — mapping pick-list values and GL accounts can take 2–3 days if many unmapped codes exist.

Adjacent paths

Related migrations to explore

Ready when you are

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