ENTERPRISE & CLOUD

We don’t compete with your AI tools. We govern them.

We don’t compete with your AI tools. We govern them.

We don’t compete with your AI tools. We govern them.

Most enterprise teams are already building with LLM-based coding tools, on legacy systems and everywhere else. CodeIntent® Studio doesn’t ask you to abandon them, it gives every change they propose a governed, auditable check before it’s accepted in production, installed in tools you already use, not a new platform to adopt.

Most enterprise teams are already building with LLM-based coding tools, on legacy systems and everywhere else. CodeIntent® Studio doesn’t ask you to abandon them, it gives every change they propose a governed, auditable check before it’s accepted in production, installed in tools you already use, not a new platform to adopt.

Most enterprise teams are already building with LLM-based coding tools, on legacy systems and everywhere else. CodeIntent® Studio doesn’t ask you to abandon them, it gives every change they propose a governed, auditable check before it’s accepted in production, installed in tools you already use, not a new platform to adopt.

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IDE-BASED AI ASSISTANTS · IN-HOUSE LLMS · YOUR OWN AGENTS, GOVERNED THE SAME WAY, LIVE VIA MCP.

BUILT FOR BOTH

Preserve what works. Build what’s next. Same governed model.

Preserve what works. Build what’s next. Same governed model.

Preserve what works. Build what’s next. Same governed model.

Carry the system forward as it runs today.

For teams whose mandate is to get off an aging runtime without changing what the system does.

Modernize and improve in the same pass.

For teams who want a better architecture, not a line-for-line copy. New capability is added and tracked as net-new.

WORKED EXAMPLE

Your developers and agents keep working. CodeIntent identifies what’s accepted.

Your developers and agents keep working. CodeIntent identifies what’s accepted.

Your developers and agents keep working. CodeIntent identifies what’s accepted.

A developer’s AI coding assistant proposes extending how long a session token stays valid.

Change proposed.

AuthSessionService.java, lines 82 to 90: extend session token lifetime from 15 to 60 minutes.

Governing rule.

R-SESS-014, session tokens expire at 15 minutes, bound at 4 call sites.

Verdict.

Not behavior-preserving.

Resolution path.

Revise the code, or formally govern the rule change. Flagged until then.

LLMs propose. CodeIntent verifies. This runs live today via MCP, from the tools your developers already use.

AT SCALE

91.3% pass rate under 10K lines. 15.3% above 50K.

91.3% pass rate under 10K lines. 15.3% above 50K.

91.3% pass rate under 10K lines. 15.3% above 50K.

Independent benchmark research shows LLM coding agents lose about 76 points of accuracy as codebases grow. The bigger and more interconnected your systems, the more that gap costs you. CodeIntent doesn’t replace the agent, it checks what the agent proposes, before it reaches production.

WHERE LLMS FIT

LLMs propose. Holonic verifies.

LLMs propose. Holonic verifies.

LLMs propose. Holonic verifies.

LLMS DO

Generate candidate code quickly

Refactor obvious paths

Propose architecture changes

Power agents and copilots

CODEINTENT DOES

Supplies deterministic semantic context

Preserves source-to-target traceability

Verifies preservation and change decisions

Creates an audit trail of what changed and why

FITS INTO YOUR STACK

Ingest. Modernize. Validate. Govern.

Ingest. Modernize. Validate. Govern.

Ingest. Modernize. Validate. Govern.

If your codebase is already in reasonable shape, Ingest, Modernize, and Validate move fast. Govern is where CodeIntent earns its place: every change your developers and AI agents make afterward is checked against the same baseline, before it's accepted into production.

See the full model →

· See it in CodeIntent Studio →

SCHEDULE A DEMO

See the governed check run, on a codebase built to mirror your stack.

See the governed check run, on a codebase built to mirror your stack.

See the governed check run, on a codebase built to mirror your stack.

Schedule a Demo →

HOLONIC

The deterministic evidence layer underneath legacy modernization and the agentic enterprise.

PRODUCT

CodeIntent® Studio

How CodeIntent® Works

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