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ERP ⇄ AI

Dynamics 365 F&O to Openai integration — real-time data sync

Keep Dynamics 365 F&O and Openai in sync without custom scripts. Cut weeks of integration work, eliminate silent data drift, and give your team a single, reliable source of truth.

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Adopted by fast-scaling companies moving mission-critical data in real time

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Why teams connect Dynamics 365 F&O and Openai

Ground Openai on the customers, suppliers, items, and transactions that live in Dynamics 365 F&O, and write the classifications, scores, and extracted fields Openai produces back onto those records in real time.

Openai is a read-only source: Stacksync reads its data in real time and delivers it into Dynamics 365 F&O, so Dynamics 365 F&O always reflects the current state of Openai — without exports, scripts, or schedulers.

An AI system does not keep customers, orders, or invoices the way an ERP does. What it keeps is derived: the vectors and metadata in a store, or the classifications, extracted fields, and generated text a model produces over records it was handed. Dynamics 365 F&O is where those source records actually live, across finance, operations, procurement, and inventory, and that data usually stays behind a strict API with many record types. Whatever Openai produces, whether a category, a risk flag, an extracted value, or an embedding, only earns its keep when it lands back on the record in Dynamics 365 F&O where the business is run.

Stacksync connects Batch jobs, Vector stores, Usage & Costs, Projects & Members in Openai with Released Products, Sales Orders, Purchase Orders, Customer Invoices in Dynamics 365 F&O and keeps the two sides in sync in real time. Released Products, Sales Orders, Purchase Orders, Customer Invoices from Dynamics 365 F&O replicate into Openai continuously, so retrieval, classification, and reasoning run against current ERP records instead of last night's extract, and the fields Openai generates sync back onto the matching record in Dynamics 365 F&O. Mapping is field-level, matching is on identifiers you choose, and Stacksync handles the ERP's API limits and schema drift, so there is no extraction pipeline to build or babysit.

Because every AI-side item carries the key of the record it came from, results always resolve to the right customer, supplier, or transaction. Openai reasons over the business as it actually is within seconds of a change, and the people running operations act on model output where they already work, without exporting a file or logging into a second system.

Common use cases

  • 01 Pull Administration Usage and Costs into a warehouse for FinOps chargeback, per-project budget tracking, and spend-tier planning.
  • 02 Mirror organization Projects, members, and service accounts into a database as an auditable access inventory for security reviews.
  • 03 Sync customers, vendors, and released products into an operational database that internal apps read instead of calling OData directly.
  • 04 Push sales orders from e-commerce into F&O and sync fulfillment and invoice status back to the storefront.

Common sync patterns

Derived fields back on the record

Categories, scores, or extracted values produced in Openai sync onto the matching record in Dynamics 365 F&O, where operations and finance teams see and act on them without leaving the ERP.

Continuous freshness, no reload

As records are created or corrected in Dynamics 365 F&O, the copy held in Openai updates within seconds, so the model side never reasons over stale ERP data.

One consistent identity across both systems

A customer, supplier, item, or transaction in Dynamics 365 F&O maps to the corresponding entry in Openai, so every AI result attaches to the right entity on both sides.

What you can sync between Dynamics 365 F&O and Openai

Representative objects on each side — any object or custom field can map to any target. Schemas are auto-detected; types are converted between the two systems.

Dynamics 365 F&O objects Openai objects How this pairing syncs
Customer Invoices AR billing documents; status synced back to CRM and customer success tools. Fine-tuning jobs Training jobs with status, base model, hyperparameters, trained-model name, and result files; status received by webhook or polled from queued through succeeded or failed. Customer Invoices is specific to Dynamics 365 F&O and Fine-tuning jobs to Openai — each maps to any object or custom field on the other side.
Vendor Invoices AP documents; synced with invoice automation systems. Files Uploaded training, validation, and batch-input files plus generated output files; listed and read by ID, not written back as business records in sync. Vendor Invoices is specific to Dynamics 365 F&O and Files to Openai — each maps to any object or custom field on the other side.
General Journal Entries GL postings; read-only extracts for consolidated finance reporting. Batch jobs Asynchronous bulk-inference jobs within a 24-hour window, with status and output/error file IDs; completion detected by the batch.completed webhook or by polling. General Journal Entries is specific to Dynamics 365 F&O and Batch jobs to Openai — each maps to any object or custom field on the other side.
On-hand Inventory Stock positions; read out to storefronts and internal apps for availability. Vector stores File collections backing file-search retrieval, with name, file counts, usage bytes, and status; read as a metadata inventory of retrieval assets. On-hand Inventory is specific to Dynamics 365 F&O and Vector stores to Openai — each maps to any object or custom field on the other side.
Customers Customer master records; kept aligned with CRM accounts in two-way syncs. Usage & Costs Per-model and per-project token, request, and dollar figures from the Administration Usage and Costs endpoints, read for FinOps chargeback and spend reporting. Customers is specific to Dynamics 365 F&O and Usage & Costs to Openai — each maps to any object or custom field on the other side.
Vendors Supplier master records; synced with procurement and AP tools. Projects & Members Organization projects, their members, and service accounts from the Administration API; read as an access-and-ownership inventory. Vendors is specific to Dynamics 365 F&O and Projects & Members to Openai — each maps to any object or custom field on the other side.

How changes propagate between Dynamics 365 F&O and Openai

Each direction of the sync is driven by what the source system can signal and what the destination accepts — detection, delivery, and expected latency below.

Dynamics 365 F&O Openai Sub-second propagation

DetectionDynamics 365 F&O pushes changes as they happen — webhook events backed by change data capture. Change data capture via the Dynamics 365 Change Tracking feature, enabled per entity.

DeliveryOpenai does not accept inbound record writes, so this direction carries requests rather than records: Openai's output flows back as field updates on the originating Dynamics 365 F&O records.

Openai Dynamics 365 F&O Sub-second propagation

DetectionOpenai notifies Stacksync of record changes through webhook events. Push webhooks (Standard Webhooks spec, whsec_ signing secret) fire on batch.completed, fine_tuning.job.succeeded/failed, response.completed/failed,.

DeliveryEach detected change is written to Dynamics 365 F&O through its API, with automatic retries and rate-limit backoff.

Rate-limit considerations

  • Dynamics 365 F&O: OData requests are subject to platform throttling; high-volume loads belong in the Data Management Framework.
  • Openai: Rate limits are set per organization and per project as RPM/RPD and TPM/TPD and rise across five spend-based usage tiers; responses carry x-ratelimit-remaining headers and return HTTP 429 on breach.
What ships with Dynamics 365 F&O ⇄ Openai

Connect Dynamics 365 F&O and Openai for flexible, real-time data sync.

Real-time sync, workflow automation, event queues, EDI, and monitoring, for every Dynamics 365 F&O–Openai connection.

Real-time

Real-time sync

Changes in Dynamics 365 F&O or Openai instantly reflect in both systems. No stale data, no manual imports.

No-code + pro-code

Workflow automation

Trigger automated workflows whenever Dynamics 365 F&O or Openai data changes, update records, fire webhooks, or kick off sequences without brittle API scripts.

At scale

Event queues

Handle millions of events per minute without losing a single Dynamics 365 F&O or Openai record.

Observability

Monitoring

Track your Dynamics 365 F&O ⇄ Openai sync health, view errors, and replay failed events in one click.

Trading partners

EDI

Transform legacy EDI complexity into simple database interactions between Dynamics 365 F&O and Openai.

How the Dynamics 365 F&O and Openai connectors work

Dynamics 365 F&O

Integration surface
OData REST endpoint over data entities, plus the Data Management Framework for batch
Authentication
OAuth via Microsoft sign-in: provide the D365 F&O environment URL, sign in with Microsoft credentials, and grant the Stacksync app consent (admin consent may be required — "Need admin approval for this app")
Change detection
Change data capture via the Dynamics 365 Change Tracking feature, enabled per entity; falls back to periodic full-sync where change tracking is unavailable
Capabilities
read · write · CDC · webhooks
Rate limits
OData requests are subject to platform throttling; high-volume loads belong in the Data Management Framework.
Dynamics 365 F&O setup guide

Openai

Integration surface
REST API: data-plane inference and authoring (api.openai.com/v1) plus the Administration API (/v1/organization/*) for usage, costs, projects, and audit logs
Authentication
Bearer API key scoped to a project or user (sk-...) in the Authorization header, with optional OpenAI-Organization and OpenAI-Project headers; the Administration API requires an Admin key (sk-admin-...)
Change detection
Push webhooks (Standard Webhooks spec, whsec_ signing secret) fire on batch.completed, fine_tuning.job.succeeded/failed, response.completed/failed, and eval.run events; objects without a webhook are read by list plus GET-by-ID. No row-level CDC feed.
Capabilities
read · webhooks
Rate limits
Rate limits are set per organization and per project as RPM/RPD and TPM/TPD and rise across five spend-based usage tiers; responses carry x-ratelimit-remaining headers and return HTTP 429 on breach.
How it works

How to connect Dynamics 365 F&O to Openai — three steps, no code

Configure and sync within minutes, no code. Whether you sync 50k or 100M+ records, Stacksync handles the queues, infra, and plumbing. Integrations are non-invasive and need zero setup on your systems.

  1. 01

    Connect your apps

    Authenticate Dynamics 365 F&O and Openai with each platform's native method — OAuth, API keys, or service accounts — plus secure options like SSH tunneling, IP whitelisting, and VPC peering.

    • OAuth 2.0
    • SSH tunnel
    • VPC peering
    Dynamics 365 F&O connected
    Openai connected
    OAuth 2.0
    SSH tunnel
    SSL certificate
    VPC peering
  2. 02

    Choose tables

    Pick the Dynamics 365 F&O and Openai objects to sync — Stacksync auto-detects both schemas, including custom fields where the platform exposes them. Sync to existing tables, or let Stacksync create new ones with ideal data types.

    • Standard objects
    • Custom objects
    • Auto-schema
    objects · Dynamics 365 F&O ⇄ Openai
    Customers 12,480
    Sales Orders 8,213
    Invoices 5,902
    Items 1,344
  3. 03

    Map fields

    Fields map automatically even when names and types differ. Stacksync handles transformation and type casting for you, zero configuration required.

    • Auto-map
    • Type casting
    • Transforms
    Dynamics 365 F&O Openai
    Company company_name text
    Email email text
    Amount amount numeric
    Created created_at timestamp
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FAQ

Dynamics 365 F&O and Openai integration FAQ

SECURITY

Security teams trust Stacksync

As a data company, we understand the importance of keeping your data secure. Stacksync is built with security best practices to keep your data safe at every layer, and is DPF-certified for US, EU, UK and CH data transfers.

Learn more about security
SOC 2 Type II
ISO 27001
HIPAA BAA
GDPR
CCPA
DPF US-EU-UK-CH
→ SECURITY WITH BENEFITS

SSO & SCIM

Let your users access Stacksync from your centralized user management systems. Works with Okta, Azure, Google SSO and more.

Alerts

Immediately get alerted about record syncing issues over email, Slack, PagerDuty and WhatsApp. Resolve issues from a centralized dashboard with retry and revert options.

Secure connection options

Securely connects to your systems with:

OAuth 2 SSH Tunnelling SSL certificates IP Whitelisting VPN gateway VPC peering and more

Related integrations

Every pair below is a real-time, two-way sync. Search all 387 integrations available for Dynamics 365 F&O and Openai.

Popular · 5 of 387
All Dynamics 365 F&O integrations All Openai integrations Browse all integrations
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