Intelligence for the AI systems
inside your company.
GitMir gives existing AI systems better intelligence about the product, business and environment they work inside — without changing the models or workflows.
DEVELOPED BY GITMIR RESEARCH · RESULTS PUBLISHED · METHOD PROPRIETARY
One layer.
Two places AI works.
The same Intelligence, read by whatever is doing the work — the agent that changes your product, and the agent that runs it.
AI building your product.
Engineering teams and coding agents understand a complex product before they change it: what a change touches, what depends on it, and what will break.
AI operating your product.
Support, billing and sales agents act on what is true right now: the customer, the plan, the entitlement, the rules and the current state.
The same AI can produce materially
different results depending on
the intelligence it receives.
Benchmarks.
Answer quality against context spent
One repository, fifty questions in natural English, the model and its settings held constant, answers graded blind. 92% correct against 78% for the strongest alternative, on a third of the context.
Read the benchmark →Task completion, not answer scoring
Whether a coding agent given the same human-language task actually completes it correctly — measured as successful implementation rather than as a graded paragraph.
Not yet publishedCost per successful outcome at scale
What a production agent workload costs per completed customer outcome, measured across a full run rather than a single request.
Not yet publishedA BENCHMARK APPEARS HERE WHEN IT HAS BEEN RUN, NOT WHEN IT HAS BEEN PLANNED.
Closer to human intent.
People describe what they want in terms of products, customers, behavior and outcomes — not files, functions and dependencies. GitMir gives AI intelligence closer to the level of the original human intent, reducing the work required to reconstruct meaning from raw technical context.
Cloud. Private Source.
Enterprise.
Cloud
Connect a GitHub repository. GitMir continuously updates intelligence as your software changes.
Private Source
Source code stays in your environment. The GitMir Local Connector processes permitted sources locally and securely synchronizes derived Intelligence with GitMir.
Enterprise
Everything stays inside your boundary. Private GitMir deployment, private MCP, and VPC, on-prem or air-gapped options.
Proprietary.
GitMir's intelligence technology is proprietary. We publish benchmark methodology and measurable outcomes without publishing the internal representation or interpretation system.