Jourier builds a Model Context Protocol (MCP) server that exposes your Manu Online data to ChatGPT. ChatGPT sees structured tool calls (search, read, query, write) and returns deterministic responses. No CSV exports, no copy-paste, no API hallucination. Your team can ask ChatGPT questions about your Manu Online data, draft replies that reference it, and run inventory and order lookups with full Manu Online context.

The MCP server reads from the same Data Hub that feeds your dashboards and bespoke applications. One modeled layer, many consumers. ChatGPT sees the same numbers your team sees in BI, with the same definitions and the same governance.

Lot, serial, and batch tracking in Manu Online matter for compliance and for product-quality investigations. Jourier preserves the granularity in the warehouse so traceability queries (what shipped to whom, sourced from where) run in seconds rather than requiring Manu Online support tickets.

Through ChatGPT, Manu Online data is reached via a Custom GPT or via the Model Context Protocol once OpenAI's MCP support lands fully. Jourier builds the action layer (or the MCP server) so ChatGPT calls structured tools — search, read, query — against your Manu Online layer rather than receiving raw exports it then has to interpret.

Result: ChatGPT can answer questions about Manu Online data with the same accuracy your dashboards have, because both surfaces read from one modeled layer rather than from separate connectors.

MCP (Model Context Protocol) is the standard ChatGPT uses to talk to external data. Instead of teaching ChatGPT every Manu Online API directly, Jourier builds one MCP server that wraps the Data Hub. ChatGPT reads from a clean modeled layer, the same one your BI dashboards and bespoke applications read from. Permissions, governance, and audit logs live in the layer (not in ChatGPT), so what ChatGPT can see and do is bounded by your team, not by OpenAI's defaults.

Can I expose Manu Online data to ChatGPT via MCP?

Yes. Jourier builds a Model Context Protocol (MCP) server that wraps your Manu Online integration in the Data Hub. ChatGPT sees structured tool calls (search, read, query, optionally write) and returns deterministic responses against the same modeled tables that feed your applications and reports. You can ask ChatGPT questions about Manu Online data, run inventory and order lookups, draft replies that reference live records, or have it generate the same dashboards rendered inline in chat. The MCP server runs in your environment or on Jourier's infrastructure, so ChatGPT pulls only the data your team has authorized.

Is Manu Online data sent to OpenAI's servers?

Only the slices ChatGPT explicitly queries when a user invokes a tool. The MCP server itself runs on your infrastructure or Jourier's, not on OpenAI's. Through Data Hub permissions you control which Manu Online fields, rows, and records ChatGPT can access. Sensitive columns can be masked or excluded entirely; queries can be scoped per user, per role, or per workspace. Audit logs of every tool call live in the layer, so you can review exactly what ChatGPT touched.

Can ChatGPT write back to Manu Online via the MCP server?

Yes, scoped to the actions you authorize. The MCP server can expose write tools (create record, update field, post comment, send message) that ChatGPT invokes after a confirmation step. Jourier scopes these tools tightly with allow-lists per role so ChatGPT can't act outside the intended workflow. Two-way patterns we see often: ChatGPT drafts an outbound message, a human approves, ChatGPT posts it back to Manu Online. Or ChatGPT updates a status field after a multi-step research workflow finishes.

How fresh is the Manu Online data ChatGPT sees?

Where Manu Online supports change-data-capture, the data ChatGPT reads is current within seconds. Otherwise scheduled polling and webhooks keep the layer current at the cadence your team sets — typically 5 to 60 minutes for operational data, hourly to daily for slower-moving sources. The MCP server reads from the Data Hub, so ChatGPT sees the same data your dashboards and applications see. No stale snapshots, no second source of truth.

How long does the Manu Online → ChatGPT MCP setup take?

First sync is usually instant to one day. A scoped MCP engagement covering Manu Online plus the workflows it powers (operational reporting, inventory and order analytics) runs typically two to six weeks before going to production. Bigger transformations are split into phases, each shipping value before the next begins. Jourier handles the Manu Online integration, the Data Hub modeling, the MCP tool definitions, the access controls, and the runbooks. Your team validates the workflows.

Can multiple team members use the ChatGPT integration with Manu Online?

Yes. The MCP server is designed for team use. Each user authenticates against your identity provider (Okta, Microsoft, Google) and the server scopes their queries by role, region, or department. Two team members hitting the same MCP tool will both get answers consistent with the underlying data layer — and consistent with each other. Concurrency, rate limits, and per-user quotas are handled in the server.

Who owns the Manu Online → ChatGPT MCP server code?

You do. Jourier delivers the MCP server, the Data Hub it wraps, the data model, the access-control config, and the documentation as part of the engagement. Self-host or have us host. Hand it to another vendor whenever you want, or take it over with your own team. No per-seat licences from Jourier, no platform fees if you self-host. The ChatGPT subscription stays directly with OpenAI.

What does a Manu Online → ChatGPT engagement cost?

Bespoke project, scoped to the Manu Online data and the workflows that matter. Pricing is project-based, not subscription-based: a fixed-fee build, then optional managed-services if you want Jourier to run the server. No per-seat licences from us, no platform fees if you self-host. ChatGPT usage (your seats, your tokens) stays directly billed by OpenAI. We size every engagement to the data layer's actual scope, not to a one-size-fits-all price card.

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Aleksi Stenberg Founder & CEO