Agent-readable data
Readable by agents, no second data model
Discovery agents, checkout agents and your own on-site assistant need the same composed truth your team already uses. Enterspeed makes that record readable by software instead.
You already compose that truth from PIM, pricing, inventory and CMS. It becomes readable by an agent, and your source systems never see agent traffic.
How it works
One governed truth, readable by software
Enterspeed Core is an AI data orchestration platform that takes the product facts you already govern and makes them agent-readable, with entitlement enforced and what is unknown stated plainly.
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Ingest
Enterspeed Core reads from PIM, pricing, CMS, inventory and your own catalogue rules. It reads only, and never writes back.
- 2
Compose
The full record is assembled up front rather than on the request path, with policy gates applied and identity-based entitlement enforced.
- 3
Govern
Claim Ledger marks a fact as unknown so an agent hands off instead of guessing. Quote Contract stamps a price with validity and makes the call idempotent. Agent Mandate signals what is no longer true.
- 4
Serve
MCP / Agent Context and Context Graph give one surface an agent can fetch, filter, facet, search and act on. Speedbrain answers natural-language product questions with citations.
Your PIM, pricing engine, CMS and inventory stay authoritative. Enterspeed Core makes the truth you already own readable by software, and your source systems never see agent traffic.
What we measured
Five times cheaper per answer
Token cost, same enrichment task
300,000→15,000tokens per answer
This is our own measurement, not a customer result. Same enrichment task, same model, same output quality. The only variable was whether the product taxonomy was assembled up front or on the request path. We can document the method on request.
Agent queries pay by the token, and naive fan-out to several sources on the hot path costs real money at scale. When an agent calls the catalogue a hundred thousand times a day, token cost and latency both decide whether agents reach production at all.
Reliability moves the same way. Naive multi-source tool calls degrade from 92 to 44 per cent as the systems they fan out to go from one to ten. Composed reads hold, because the composition sits off the hot path and the failure behaviour is designed in.
Architecture
Governed where it is, yours to take
PIM, pricing, CMS and inventory remain authoritative. Exports are open, MCP is a standard surface, and there is a documented escrow process.
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Your sources stay authoritative
Enterspeed Core reads from them, never writes back, and does not become the system of record. When pricing changes, it changes in the pricing engine. When stock moves, inventory owns that fact.
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It replaces a layer you already own
The custom aggregation layer or backend-for-frontend exists either way. The choice is whether it is hand-written code the team owns forever, or a managed capability with designed failure behaviour behind it.
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Your rules, enforced not redefined
Agent Mandate verifies what a caller may do at read time. Quote Contract checks a price is entitled to the named principal before returning it. Claim Ledger states what is unverified, so an agent does not promise what policy forbids.
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Exit is documented
The enriched model is exportable, the integrations to your sources are standard patterns, and there is an escrow process for the orchestration rules. ISO 27001 certified, SOC 2 in progress, GDPR managed in Vanta.
