Production Ready
Intelligently Managed Synthesis

The question isn't how fast can AI deliver.
It's whether you can trust the build to stay true to the blueprint.

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 AI pairing with minimal improvisation risk. Either way, you start from validated specifications with clear acceptance criteria—little to no ambiguity to untangle mid-sprint.

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

Intelligently Managed Synthesis

AI and humans collaborating where each excels. Not autonomous execution, but intelligent amplification of human judgment.

AI-Powered Synthesis

AI excels at pattern recognition, integration understanding, and quality assessment. PRIMS leverages these strengths to consolidate diverse inputs into validated specifications.

Framework-Managed Granularity

The framework handles fidelity preservation, context maintenance, and state persistence. AI handles synthesis. Each does what it does best.

Human-Led Decisions

AI surfaces options and synthesizes alternatives. Humans make decisions, approve contracts, and determine when confidence thresholds are met.

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 fallible.

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.

Fidelity Framework

Persistent context protects decomposition integrity, preventing drift and dilution for faithful delivery.

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 are looking for opportunities with teams who want to go faster but value trust and predictability over raw speed.

How It Works