CereBrumha

The checklist

POC → ProductionFrom agentic nightmare to agentic enterprise dream

Eight hundred and two checkpoints for taking an agentic proof of concept into enterprise-grade production. Thirty categories, none of them optional. Run any agentic build against it and decide what is a must-have, a should-have and a could-have.

Designed and tested on a live production system.

802addressable blocks
772rule blocks
30categories
9 of 30what most pilots build

Four parts, thirty categories

Every one of the 772 rule blocks sits in exactly one part.

Leaves — agents and use cases · 265 blocks

Models, agents, workflow, APIs, outputs, visualisation, observability, drift, commercialisation, research.

10 Models, algorithms & decision logic, 11 Agent architecture, 12 Workflow & orchestration, 13 APIs & integration services, 14 Outputs & dissemination, 15 Visualisation & decision support, 16 Observability & instrumentation, 19 Health, drift & lifecycle, 20 Commercialisation, 21 Research, testing & experimentation

Branches — verticals and horizontals · 48 blocks

Domain packs and domain contracts. The only part of the architecture that changes by sector.

25 Domain packs, 26 Domain contracts

Trunk — governance and platform · 242 blocks

Security, governance, registries, performance, deployment, shared services, archive, recovery.

17 Security, privacy & IP protection, 18 Governance, compliance & policy, 22 Registry, manifest & knowledge, 23 Performance & evaluation, 24 Deployment & operations, 27 Shared libraries & reusable services, 28 Lost & found / legacy / external, 29 Archive & historical record, 30 Backup, recovery & continuity

Roots — data foundations · 217 blocks

Identity, sources, ingestion, storage, transformation, quality, metadata, master data, semantics.

1 Identity, naming & configuration, 2 Source systems & input data, 3 Data reception & integration, 4 Data storage & persistence, 5 Data transformation & processing, 6 Data quality, 7 Metadata, catalog, lineage & navigation, 8 Master & reference data, 9 Semantic & business layer

Why it matters

The architecture is mostly shared. That is the whole claim.

94% of the architecture is the same whatever industry you are in.

Only branches change by sector — 48 blocks of 772. Build once, deploy anywhere is a count, not a slogan.

Most pilots build nine of thirty

Ingestion, storage, a model, an API and a dashboard. Enough to demo, not enough to operate.

Every block is a slot

Build it, connect the tool you already own, or defer it knowingly. What must never happen is discovering it missing in month seven.

Earned, not drawn

Every category exists because something broke in production and had to be fixed.

Start with one process

A ninety-minute session produces the agent map, the data products behind it, the persona mockups and the ROI framework — for your process, in your language.

Book a ninety-minute session