AI accelerates everything — including organizational entropy.
Unyform learns your codebase and enforces your standards across every model and tool. Switch providers, adopt new tools, stay aligned.
Built for enterprise. Ready for organizations of any size.
AI makes teams faster. It also makes organizations fragmented.
Every AI tool your organization uses makes independent decisions about patterns, architecture, and conventions. The output compounds—and the inconsistency compounds faster. Velocity without alignment becomes long-term drag.
Every AI writes differently
Copilot suggests one pattern. ChatGPT suggests another. Your agents introduce a third. Same team, same repo—three architectures quietly diverging until the review.
Standards decay silently
Architecture decisions that took weeks to make get overridden in seconds by an AI that doesn’t know they exist. Deprecated dependencies, wrong patterns, broken conventions—shipping faster than before.
AI entropy compounds
More output. Less coherence. Every AI-assisted PR adds surface area no one fully reviews. Six months in, your codebase reflects the decisions of a dozen models—not your engineering org.
A single layer governing every AI interaction.
Unyform centralizes policy across copilots, agents, and internal AI apps—so AI behavior stays consistent with how your organization builds.
Organizational Blueprint Graph
Unyform analyzes your repos and builds a living map of how your organization builds—patterns, conventions, dependencies, and architectural decisions. Learned automatically, refined over time.
Any Tool. Any Model. Your Standards.
Switch from GPT to Claude or Gemini. Move from Copilot to Cursor. Your agents introduce a third. Developers stay on the cutting edge while your standards stay consistent.
Audit & Traceability
Every AI interaction is attributable, reviewable, and exportable. When audit asks, “show me how AI was used,” you have the trail—across every tool and team.
Enterprise-Grade from Day One
SOK encryption, SSO/MFA, RBAC, and tamper-proof audit logs. Built for real enterprise requirements—not bolted on after the fact.
One line changed. Every AI governed.
Point your AI tools at Unyform. Policies apply everywhere. No SDK required for basic coverage.
Deploy managed cloud or VPC. Optional redaction and retention controls for sensitive fields.
Connect your repos
Unyform analyzes your codebase and auto-generates organizational blueprints. Patterns, conventions, and architecture decisions mapped in minutes.
Swap one line
Point your AI tools at Unyform’s gateway. Works with OpenAI, Anthropic, and any OpenAI-compatible provider. No SDK, no code changes.
Every tool governed
Blueprints and policies apply to every generation automatically. Switch models or tools without reconfiguring. Audit trails build themselves.
Internal rules don’t scale. Post-hoc scanners are too late.
Copilot rules and linter configs are per-repo and static. Security scanners catch problems after code is written. Unyform governs at the point of generation—across every tool, model, and team.
| Capability | Optional Rules | Scanners | Unyform |
|---|---|---|---|
| Governance across all AI tools and models | ✗ | ✗ | ✓ |
| Standards enforced at generation time | ✗ | ✗ | ✓ |
| Builds context on multi-effort living governance | ✗ | ✗ | ✓ |
| Learns your codebase patterns automatically | ✗ | ✗ | ✓ |
| Tamper-proof audit trail for compliance | ✗ | Partial | ✓ |
Quantify the cost of ungoverned AI.
Inputs are based on published industry research — adjust to match your organization.
Today, copilots. Tomorrow, autonomous agents.
The same blueprint graph that governs code generation today will govern agents touching infrastructure, data pipelines, and operations tomorrow. As tool models and tasks evolve, your governance travels with you. The companies that scale AI successfully won’t be the fastest adopters. They’ll be the most coherent.
Common questions about AI code governance.
What is AI code governance?+
AI code governance is the set of systems and policies that control how artificial intelligence generates software inside an organization. It ensures that AI-generated code meets security, compliance, and architectural standards before it reaches the codebase.
How is AI code governance different from linting or code review?+
Linters and code review are reactive. They catch problems after code is written. AI code governance is proactive: it enforces standards at the point of generation, before code is committed. This eliminates the costly generate-review-reject-regenerate loops that waste tokens and engineer time.
What is a Blueprint Graph?+
A Blueprint Graph is a living representation of your organization’s codebase: its patterns, conventions, architecture, and policies. Unyform builds this automatically from your repositories and uses it to enrich every AI coding interaction with organizational context.
What is architectural drift from AI coding tools?+
Architectural drift occurs when AI coding tools generate code that works but ignores your organization’s established patterns. Over time, this fragments your codebase into inconsistent styles and approaches, increasing maintenance costs and security surface area.
Does Unyform work with Copilot, Cursor, and Claude Code?+
Yes. Unyform is tool and model agnostic. It sits between any AI coding tool and the models they call, governing every request regardless of which tool or model is used. Switch providers without losing governance.
How does Unyform handle compliance like SOC 2?+
Unyform creates a tamper-proof audit trail of every AI-assisted code interaction, including what was requested, generated, validated, and modified. This provides the evidence compliance teams need for SOC 2, HIPAA, FedRAMP, and EU AI Act reporting.
What is prompt governance?+
Prompt governance is the process of intercepting and enriching AI coding tool requests before they reach the model. Unyform adds organizational context from the Blueprint Graph to every prompt, ensuring the model generates code that aligns with your standards, not just code that compiles.
How does Unyform prevent sensitive data leakage?+
Unyform’s policy engine validates every AI code generation response in real time, catching hardcoded secrets, API keys, PII, and credentials before they are delivered to the developer. Unlike scanners that find these after commit, Unyform prevents them from being generated in the first place.
The future of AI is governed.
Every ungoverned AI interaction is a policy violation, a drift event, or a compliance gap waiting to surface.
Start governing in minutes, not months.