AI Integration Engineer
Connect ERP, CRM, finance, commerce, databases and internal software — without months of coordinating integrators and developers.
Works with · pick any two
Waiting for a description
Product preview with sample data. A request — “Connect Salesforce with Priority ERP. When we close a deal, create the customer and order in Priority and keep fulfillment and invoices synchronized.” — is typed into PartnerMCP. PartnerMCP recognises both systems, states what it understood, builds the integration step by step in a sandbox (customer lookup, schema mapping, customer and sales order in Priority, monitoring, fulfillment and invoice status synced back to Salesforce), runs 12 test transactions, and is ready to deploy. After deployment the request “Notify the sales manager when an order above $100K fails.” adds a Slack alert to the running integration, which waits for approval before version 1.1 is deployed.
Priority ERP alongside SAP, Oracle, NetSuite and Dynamics 365 — and the CRM, commerce, payment and data systems around them. Connected through each vendor’s supported interfaces, in the cloud or behind your firewall.
Every new connection used to mean a project — specifications, consultants, developers, testing, then a change request a month later. PartnerMCP turns the project into a conversation.
Every company has dozens of systems.PartnerMCP makes them work like one.
The same integration, two ways. One passes the work from specialist to specialist. The other never leaves the conversation.
“Another project” loops back to “Business requirement”. Every handoff is a meeting, a document and a wait.
Integrators can build with PartnerMCP too — and spend their expertise where it matters.
PartnerMCP for system integratorsYou describe the outcome. PartnerMCP reads both systems, maps the data, proves the plan in a sandbox — and ships only what you approve.
01Describe
No specification, no field list. Write the outcome the way you'd explain it to a colleague, and PartnerMCP answers with a plan you can read before anything is built.
Product preview with sample data. The request, typed in plain words: “Whenever a deal closes in HubSpot, create the customer and sales order in NetSuite. When payment arrives, update HubSpot and notify the account owner in Slack.” PartnerMCP answers with its plan. I will: Detect deals that move to Closed Won in HubSpot. Match or create the customer in NetSuite. Create the sales order with its products, quantities and prices. Monitor invoices and payments in NetSuite. Update the HubSpot deal when payment arrives. Notify the account owner in Slack. Retry temporary failures automatically. Send unresolved errors for review.
02Discover
Objects, fields, interfaces, authentication and limits come from the systems themselves, not from assumptions. What it finds becomes design decisions you can review.
Product preview with sample data. PartnerMCP reads both systems before building anything. HubSpot: the CRM API at date-based version 2026-09, webhooks for deal.propertyChange, OAuth 2.0, a limit of 110 requests per 10 seconds per account, and HubSpot's remote MCP server. NetSuite: SuiteTalk REST and SuiteQL, OAuth 2.0 client credentials, no native outbound webhooks, an account-wide concurrency pool, the AI Connector Service, and SOAP, which is removed in release 2028.2 and not used. Slack: the Web API's chat.postMessage, about one message per second per channel. Design decisions: One concurrency pool for every NetSuite integration — At most 4 parallel requests, with backoff. NetSuite has no native outbound webhooks — Payments found by SuiteQL on lastmodifieddate. Synchronous creates carry no idempotency key — External ID checked before every create. HubSpot v1–v3 APIs unsupported from Sept. 2027 — Built on date-based version 2026-09.
03Map
In Priority, CUSTNAME is the customer number — a name matcher would put the company name there. PartnerMCP reads what every field means, and shows its confidence and its reasoning.
Product preview with sample data. PartnerMCP maps Salesforce fields to Priority ERP by meaning. A name matcher would map Account.Name to CUSTOMERS.CUSTNAME; PartnerMCP rejects it because CUSTNAME is the Customer No., and maps Account.Name to CUSTDES, the customer name. Use the arrow keys in the list to hear each mapping and its reasoning.
04Test
Twelve test transactions — the happy path, duplicates, missing data, retries — run against sandbox systems. When a case fails, PartnerMCP changes the plan, not your data, and runs it again.
Product preview with sample data. A sandbox run of twelve test transactions for Salesforce to Priority ERP, with no production writes: T01, Closed Won → new customer + order: SO26000412 created. T02, Closed Won → existing customer: matched on CUSTNAME. T03, Three lines, decimal quantities: 3 lines · TQUANT. T04, Same Opportunity delivered twice: second create skipped. T05, Account renamed in Salesforce: found by Customer No.. T06, Product code not in LOGPART: held for review. T07, Customer without a VAT number: held before submit. T08, Country not in the tenant's list: held for review. T09, Priority answers HTTP 429: retried after backoff. T10, Batch stops after line 2 of 3: resumed at line 3. T11, Discount: DISPRICE ≠ Amount: difference flagged. T12, Order number back to Salesforce: ORDNAME on Opportunity. On its first run, T07 — a customer without a VAT number — was held: the invoice could not get an Israel Tax Authority allocation number. PartnerMCP added a step that validates VATNUM before the order is submitted, re-ran T07, and all twelve passed.
05Deploy
Production is a reviewed change: a diff, an owner's approval, a version and a way back. Once it's live, PartnerMCP watches every transaction and every schema the integration depends on.
Product preview with sample data. Promoting Salesforce to Priority ERP from sandbox to production. The release diff: trigger: Opportunity · Closed Won · Change Data Capture. mapping: 7 fields · Amount reconciled, not written. step: Validate VATNUM before submit. policy: ≤ 100 calls/min per API user · retry 429 / 5xx. tests: 12 of 12 passed in sandbox. target: Priority sandbox → production. An approval from the integration owner is required; once approved, version 1.0 deploys with a rollback available, the environment switches to production and PartnerMCP keeps watching schema drift, the error rate and the reconciliation of DISPRICE against Amount.
Intelligence at design time.
Determinism at runtime.
PartnerMCP plans, maps, tests and diagnoses. What runs in production is a versioned, reviewed integration on each vendor's published interfaces — not an agent improvising against your ERP.
How you stay in controlYour integrations become software you can talk to.
Say what should change. PartnerMCP finds the right step, shows you the diff and ships it only after you approve.
YouRevOps
Don’t create ERP orders below $500 anymore.
Approved changev1.3 → v1.4
Add Minimum order value (amount ≥ $500) before Create sales order.
I’ll add a minimum order value condition to the Salesforce → Priority production integration.
Based on the last 30 days, this rule would have excluded 17 orders.
Apply this change?
Running integration Salesforce → Priority, v1.3: Opportunity · Closed Won → Customer lookup → Schema mapping → Create / update customer → Create sales order → Monitor order → Sync fulfillment → Sync invoice status → Update Opportunity. After approval, v1.4: Add Minimum order value (amount ≥ $500) before Create sales order.
Change approved by Avi · Finance IT. v1.4 is live. Rollback available.
01
Describe the outcome, and PartnerMCP plans, maps, tests and deploys the integration.
02
Say what should be different, and PartnerMCP edits the running integration as a versioned change you approve.
03
Ask why something happened, and PartnerMCP traces the record, explains the cause and proposes the fix.
Traditional integration software executes workflows. PartnerMCP operates them: it notices drift, limits and bad data, and repairs what policy allows.
Proposed fix
—No drift. Schemas are compared on every change.
The date the customer expects delivery. Priority keeps it per order line; the earliest line fills the field. Not ORDERS.CURDATE: that is the order date.
Sandbox
waiting for a fix12 write-backs replayed in a Salesforce sandbox · no production writes
Policy
v1.4Change class: additive mapping. Pre-approved for this integration, so a proven fix ships without waiting.
Applied automatically · rollback ready
Timeline · Tue
No production interruption.
Orders kept flowing into Priority. Nothing was rejected or lost.
Fixes are proposed, proven in a sandbox and applied within policy. Anything outside policy waits for a human.
01Detect
Schemas, error patterns and response limits are watched on every running integration.
02Propose
PartnerMCP drafts the fix and says why, in terms your team can check.
03Prove
The fix runs against sandbox tests before production sees a single record.
04Apply within policy
Pre-approved change classes ship on their own. Everything else waits for a human.
Human approvalEvery transaction, retry and change is on the record, so you can simply ask. Answers come with the evidence, and nothing changes until you confirm.
Answers from the record
Every number is computed from run logs, reconciliation and the change history.
Asking is read-only
Questions never change anything. Actions come back as a plan and run when you confirm.
Scoped to your role
People see the integrations, records and fields their role allows.
Integrations
24 activeOrders · invoices · 412 today
2 in reviewOrders · stock · 731 today
LiveDeals → sales orders · 141 today
3 retryingPayments ↔ invoices
4 failedTickets ↔ cases
LiveChange data capture · 38 tables
LiveShipments · DOCUMENTS_D
Live+ 17 more · all live+ 14 more · all live
“Did we lose any orders?”
No. 1,284 received, 1,284 accounted for: 1,279 delivered, 3 retrying, 2 in review.
412 received ·410 delivered· 2 in review
731 received ·731 delivered
141 received ·138 delivered· 3 retrying
Matched by source ID: Opportunity, Shopify order, HubSpot deal · 0 unmatched
MCP-first, not MCP-only. PartnerMCP speaks MCP natively — and REST, SOAP, GraphQL, OData, SQL, webhooks, event streams, SFTP, SDKs and the legacy interfaces your business actually runs on. For every system, it chooses the safest path that works.
Choose a system
Layered architecture: PartnerMCP on top, then the AI integration layer, then eleven protocols — MCP, REST, SOAP, GraphQL, OData, webhooks, SQL, SFTP, SDKs, event streams and legacy interfaces — then your systems, in the cloud or inside your network. Selected: Priority ERP (Cloud). Chosen path: MCP server and REST (OData v4).
Priority's MCP server where it fits. REST (OData v4) for everything else.
Over the internet · HTTPS
MCP serverChosen
Priority's own server, on Priority Cloud 26.0 and later. It runs procedures and enterprise search that REST doesn't offer.
REST (OData v4)Chosen
Writes go through Priority's forms, so its triggers and checks run. An order and its lines go in one deep insert.
Web SDKAlso used
For form Actions, which neither REST nor the MCP server can run.
BPM webhooksAlso used
Treated as hints and reconciled with $since polling: Priority documents no retries or ordering.
Direct SQLNot used
Never writes to Priority's tables — that would bypass the form triggers. ODBC is read-only.
Paced to Priority Cloud's fair-use limit of 100 calls a minute per API user, with backoff on HTTP 429.
Vendor MCP servers · October 2026
MCP is an open standard, hosted by the Agentic AI Foundation under the Linux Foundation. Vendors are shipping servers for it — each with its own limits.
So PartnerMCP chooses the safest path that works: MCP where it fits, each vendor's published APIs where it doesn't.
Custom systems
An OpenAPI spec, a Postman collection, a GraphQL schema, a WSDL, an OData $metadata document, a database schema, SDK docs or a sandbox. PartnerMCP reads it and turns it into capabilities — read, create, update — each with its auth, limits and approvals.
Specs rarely say what's safe to retry or how fast you can call. So PartnerMCP treats a spec as a hypothesis, and confirms how the system really behaves against a sandbox.
Connect a custom systemopenapi: 3.1.0info: { title: Warehouse API, version: 2.4.0 }paths:/shipments:get: { operationId: listShipments }post: { operationId: createShipment }/shipments/{id}:patch: { operationId: updateShipmentStatus }components:securitySchemes:oauth: { type: oauth2, flows: clientCredentials }
Example: PartnerMCP reads warehouse.openapi.yaml (OpenAPI 3.1 · 3 operations · OAuth 2.0) and proposes three capabilities — List shipments, Create a shipment and Update shipment status. In the sandbox it confirms what the OpenAPI spec doesn't state: rate limit (not in the spec · the sandbox returned 429 above 10 req/s); idempotency (not in the spec · a repeated create made a duplicate → look up orderRef first); side effects (a create also reserves stock · not in the spec). Then it waits for your review.
Edge AgentArchitecture concept
A small agent you run inside your network, next to the ERP. It connects out to PartnerMCP over standard HTTPS, so your ERP never needs a public endpoint or an inbound firewall rule.
You choose exactly which systems and operations it can reach. Credentials for those systems stay in your network, and every request it relays is logged.
Diagram: inside your network, the Edge Agent sits next to Priority ERP, a PostgreSQL database and a file share. It opens one connection outward, over HTTPS on port 443, through the firewall to PartnerMCP. An inbound attempt finds no open port. Requests come back down the agent's connection and are checked against its allowlist: reading customers and writing orders in Priority are allowed; deleting customers is not on the allowlist, so it is blocked and logged.
Anything else is refused at the agent.
Kept on plant-01 and used there. They never travel to PartnerMCP.
Design goals
The honest trade-off
An outbound connection is still a path into your network. That's why the agent reaches only what you allowlist, has its own identity, and can be revoked in one place. Your firewall will usually still need an outbound rule for it, and TLS-inspecting proxies may need an exception.
PartnerMCP proposes. Your policies decide. Every change is versioned, tested, approved and reversible.
Design time
PartnerMCP plans, maps, generates, tests and diagnoses — then proposes the change, with the diff and the evidence attached.
Runtime
Production runs the versioned, reviewed integration you approved — not an agent improvising against your ERP. Vendors are drawing the same line: SAP's 2026 API Policy restricts autonomous AI access to its APIs.
Change control
Human approval for sensitive operations
Deletes, refunds, outbound payments and bulk updates always wait for a person, whatever a tool's own annotations say.
Acts at
Identity & access05
Every person signs in, and every integration authenticates to each system with its own credential — no shared logins, no token passthrough.
Your teamYour team → PartnerMCPIntegration → Your systems
Each integration runs as a least-privilege API user, and every call is checked against what it — and the person behind it — may do.
PartnerMCPIntegrationIntegration → Your systems
Roles decide who can build, who can approve and who can only watch — and nobody approves their own change.
Your teamApproval
Access follows your identity provider: remove someone there, and their PartnerMCP access ends with it.
Your teamYour team → PartnerMCP
PartnerMCP sees only what the person asking may see — and because Priority's REST API skips row-level data privileges, it applies that scoping itself.
PartnerMCPYour systems
Change control06
Sandbox and production use separate credentials and separate deployments, so a test can never write to production.
SandboxIntegration
Every change is proven in a sandbox — for Priority, a test environment or a copy of your company — before anyone is asked to approve it.
SandboxPartnerMCP → Sandbox
Changes go to the reviewers you name, with the diff, the test results and the expected impact attached.
ApprovalSandbox → Approval
Deletes, refunds, outbound payments and bulk updates always wait for a person, whatever a tool's own annotations say.
ApprovalIntegration
Every integration is a versioned, readable spec, and the MCP tool definitions it calls are pinned and hashed — if a vendor changes one, it stops and asks.
Approval → IntegrationIntegration
Every release keeps the version before it, so rolling back is one logged step.
IntegrationApproval → Integration
Reliability05
Calls are paced to each vendor's own limits — 100 a minute per Priority Cloud API user, NetSuite's account-wide concurrency pool.
Integration → Your systems
Only what's safe to retry is retried — HTTP 429 and 5xx, with backoff; a validation error goes to review instead.
Integration → Your systemsIntegration
Every create carries a key or checks first — Stripe's Idempotency-Key, Salesforce upsert by external ID, a stored reference in Priority — so a retry never duplicates.
Integration → Your systems
A record that can't be processed is held with its reason while everything else keeps flowing, then replayed once it's fixed.
Integration
Each system's live schema is compared with the one the integration was built on, so a new required field is caught before it breaks a run.
Your systemsPartnerMCP
Data protection03
Data is encrypted in transit and at rest — every credential, mapping and log included.
Every connection
Credentials live in a secret store, never in a spec, a log or a conversation — and tokens in imported Postman collections are scrubbed.
SandboxIntegration
You choose where data is processed and where logs are kept; with the Edge Agent design, system credentials would never leave your network.
IntegrationAudit log
Traceability02
Every change, approval, sign-in and tool call is recorded — who, what, when and why.
Audit log
Any record can be followed end to end — Opportunity to ERP order — with every attempt, response and retry.
Audit logIntegration → Your systems
Self-healing takes the same road: a fix is proposed, proven in a sandbox and applied only within policy — pre-approved change classes. Everything else waits for a person.
Audit trail
Who asked, what PartnerMCP proposed, how it was tested, who approved it, and how to undo it — for every change, including the ones it made on its own within policy.
Minimum order value
v1.3 → v1.4Kept with the integration's version history — every entry links to the version it produced.
Each one starts as a sentence. PartnerMCP answers with a plan — then builds it against your own systems.
“When an Opportunity becomes Closed Won, create or update the customer in Priority, create the sales order, synchronize products and pricing, then return delivery and invoice status to Salesforce.”
“Synchronize accounts, quotations, sales orders, invoices and fulfillment.”
“When a deal closes, create the customer and order in NetSuite and synchronize billing status.”
“Create SAP orders from Shopify, synchronize inventory, fulfillment, refunds and cancellations.”
“Automatically match payments and invoices and synchronize payment status.”
“Connect internal business systems without building and maintaining another custom integration service.”
Plans shown are previews from PartnerMCP’s planner. Yours is built from your own systems’ schemas, objects and rules — and you review it before anything runs.
Five questions about how you integrate now. Every assumption is visible and yours to change — and every result is an estimate.
Support contracts and change requests — your own team’s time is the next question.
Starting values are examples, not benchmarks. Type over any number.
Salary, benefits and overhead, per hour.
Describing, reviewing, testing and approving — as a share of what a project costs today.
Share of maintenance spend and developer hours: monitoring, retries, schema changes.
Illustrative, not a quote — pricing depends on systems and volume.
$186,200 less per year with PartnerMCP · estimate
Potential implementation spend avoided
$192,000
Per year · estimate
Potential engineering time recovered
360hours
Per year · estimate
Estimated traditional cost$348,400
Estimated PartnerMCP cost$162,200
Every result is an estimate built only from the numbers above — no benchmarks or industry averages are mixed in. Starting values are examples; replace them with yours.
Each team asks in its own words. PartnerMCP answers with what it will do — and where you stay in control.
Shrink the integration backlog and your dependence on external implementation projects.
“Here’s our integration backlog. Tell me which of these you can build, and what you need from us.”
PartnerMCP: I’ll check each request against the systems it touches and sort it — ready to build, needs access, or needs a decision from you. Every one gets a plan you can review.
Plan
Connect and operate systems without another layer of brittle scripts.
“Replace the nightly export from Priority to the warehouse system — and tell us when a run fails.”
PartnerMCP: I’ll replace the export with a monitored integration that retries temporary failures and sends anything it can’t fix to your review queue, with the reason.
BuildPriority→WMS
Automate processes that cross departments, not just apps.
“When a Priority order ships late, open a Zendesk ticket and tell the account owner in Slack.”
PartnerMCP: I’ll watch ship dates on open orders. When one slips, I’ll open a Zendesk ticket and message the account owner in Slack with the order and the new date.
BuildPriority·Zendesk·Slack
Change how deals become orders this week, not next quarter.
“From Monday, multi-year deals should create one ERP order per contract year.”
PartnerMCP: I’ll add that rule to the Salesforce → Priority integration, test it in the sandbox on recent multi-year deals, and wait for your approval before it reaches production.
ChangeSalesforce→Priority
Keep ERP, CRM, billing and payments in agreement.
“Match every Stripe payment to its Priority invoice — and show me anything that doesn’t reconcile.”
PartnerMCP: I’ll match each payment to its open invoice and close it in Priority. Partial or unmatched payments wait for your review — I don’t guess.
OperateStripe→Priority
Stop maintaining integration plumbing. Review it, version it, ship product.
“Show me the diff, run it against the sandbox, and open it for review before anything ships.”
PartnerMCP: Every change is a new version with a readable diff and a sandbox run attached. Nothing reaches production until someone with the right role approves it.
Review
Keep the judgment calls. Hand PartnerMCP the plumbing.
“Draft the Salesforce-to-SAP integration from this client’s spec. I’ll review the mapping.”
PartnerMCP: I’ll read the spec and both systems, draft the mapping and the plan, and flag every field that needs your judgment.
BuildSalesforce→S/4HANA
PartnerMCP is in early access. Tell us what should connect — we review every request and follow up by email.