AI Factory · Real-world constraints

Applied AI for practical outcomes.

We prototype, validate, and harden AI solutions into clear, measurable outcomes — before they become products designed for regulated environments.

03
Active initiatives
04
Lifecycle stages
02
Feedback loops
00
Black-box outputs
00Reference Architecture

Every system we ship moves data through five auditable stages.

Determinism, traceability, and security are built into the pipeline — not bolted on after a demo.

System Logic · 01.A
INGESTRETRIEVEREASONVERIFYDELIVERSourcesCURATED · PERMISSIONEDIndexEMBEDDINGS · BM25ModelGUARDED INFERENCEEvalCITATIONS · CONSTRAINTSSurfaceAUDIT-READY OUTPUTFEEDBACK · HARDEN
02Methodology

The Lab Process.

We move from hypothesis to hardened solution through a structured, four-stage lifecycle.

01
Prototype

Validate feasibility in a sandbox.

02
Pilot

Permissioned data, monitored use.

03
Harden

Security, observability, runbooks.

04
Graduate

Move to General Availability.

Pilot Criteria
  • · Defined success metrics
  • · Access to permissioned, relevant data
  • · Security baseline established
  • · Clear workflow definition
Graduation Criteria
  • · Operational ownership transferred
  • · Documented limits and constraints
  • · Full observability implemented
  • · Completed operational runbook
03About

Built for reliability — not the demo reel.

Plant88 is Compute's applied AI lab. We exist to bridge the gap between theoretical AI capabilities and practical, reliable business outcomes in complex industries.

We focus on engineering solutions that can withstand the scrutiny of regulated environments — prioritizing determinism, traceability, and security over hype.

We prioritize

  • Determinism
  • Traceability
  • Security

We avoid

  • Vague AI hype
  • Unverified medical claims
  • Black-box consumer systems
Why "88"Two loops · one factory
PROTOTYPELEARNPILOTHARDENIMPROVEOPERATE88

Plant reflects a factory-floor model for repeatable delivery. 88 represents two feedback loops running side by side: prototype → pilot → learn, and harden → operate → improve.

04Contact

Get in touch.

Interested in piloting an initiative or discussing a specific applied AI challenge within a regulated environment?

Email us direct
info@plant88.com

Inquiry Form