PRIMS

Production Ready
Intelligently Managed Synthesis

The question isn't how fast can AI deliver.
It's whether you can trust that the delivery will match what was designed.

PRIMS surfaces what you need to know upfront, then holds delivery to it.

Who It's For

Stakeholders

Ambiguity surfaces early, not at delivery. Developers seek answers early because PRIMS exposes options and requests clarification. Assumptions become visible, innocent negligence is avoided, decisions are made explicit. Fewer surprises, clearer sign-off.

Architects & Lead Developers

You define patterns, boundaries, and quality gates. AI synthesizes context that surfaces tribal knowledge, helping to shape better decisions. Reviewing proposed implementations before code is written forces conversations about trade-offs, priorities and constraints—not rework after the fact.

Development Teams

Choose your path: high-scoring INVEST stories for traditional implementation, or prescriptive pairing with minimal improvisation risk.

Approve Before You Build

PRIMS front-loads the decisions. Little is left to retrospect.

AI helps synthesize the minimum span needed to connect requirements to delivery.

STEP 1ElicitCapture intentfrom stakeholdersHUMANSTEP 2RefineAI proposes,human reviewsHUMAN + AIiterateSTEP 3PrescribeGeneratedeterministic planAI-LEDSTEP 4ApproveSign off beforecode is writtenHUMANadaptSTEP 5DeliverExecute exactlyas approvedAI-LED
STEP 1ElicitCapture intentfrom stakeholdersHUMANSTEP 2RefineAI proposes,human reviewsHUMAN + AIiterateSTEP 3PrescribeGeneratedeterministic planAI-LEDSTEP 4ApproveSign off beforecode is writtenHUMANadaptSTEP 5DeliverExecute exactlyas approvedAI-LED

The Real Challenge

AI can generate code fast. But speed without trust is just technical debt delivered sooner.

Context Drift

AI gets distracted by tangents, its own aspirations and an eagerness to impress. Your task becomes its side project.

Context Dilution

AI doesn't remember everything discussed perfectly. The human in the loop, of course, is equally culpable.

Improvisation Risk

AI makes creative decisions you didn't ask for. Review becomes damage control, not validation.

PRIMS constrains delivery to what was designed, proposed, and approved.

Evidence-Based Delivery

Each deliverable includes a predicted prescriptiveness score before implementation begins. Delivery adherence is measured against the approved prescription.

Predicted Prescriptiveness

Before work begins, each story is scored for how much is prescribed versus how much requires improvisation. You know the risk upfront.

Delivery Adherence

After delivery, adherence is measured against the prescription. Did the implementation match what was approved? Evidence, not assumptions.

Quality Gates

Built-in enforcement at every boundary. Nothing commits without passing the gates. No exceptions.

The PRIMS Platform

Collaboration Portal

Iterative planning with stakeholders until alignment is reached. Visualise requirements, capabilities and integration points.

Integrated MCP

Requirements decomposition pipeline. Persistent context and quality frameworks.

Prescriptive Tooling

Real-time pattern detection catches deviations. Execution tools that deliver exactly as prescribed. Quality gates at every boundary.

Early Access

PRIMS is in active development. We're looking for opportunities with teams who value trust and predictability over raw speed.