knowlytix

Status: stable. The knowlytix family is live on PyPI at 1.0 — a stable release with a settled API. We'd love your feedback: email hello@knowlytix.ai or follow release notes on our blog.

What Knowlytix is

Knowlytix is a policy-governed harness for agentic AI in regulated industries. It sits between LLM generation and response delivery, turning probabilistic model outputs into decisions you can defend to a regulator: each claim is extracted, checked against your domain's rules, and recorded with a complete evidence trail.

Built for high-stakes domains — financial services regulatory review, clinical decision support, contract analysis, enterprise knowledge management — where "the model usually gets it right" isn't an answer.

More on the approach, benchmarks, and research: https://knowlytix.ai/platform.

Install

knowlytix is a meta-package — installing it pulls the whole family in one command:

pip install knowlytix

Requires Python ≥ 3.12. On an older interpreter pip reports "No matching distribution found for knowlytix" — that's the version gate, not a missing release. Check with python --version before installing.

That's equivalent to installing each of these directly:

All five packages are live on PyPI at 1.0 — install the meta-package and you'll have the full family in one environment. Pin a version if you need a reproducible build. Questions or feedback: hello@knowlytix.ai.

Optional extras:

pip install "knowlytix[compiler]"   # query compiler stack, for DynaQuery (needs a GPU to train)
pip install "knowlytix[viz]"        # plotly, for knowlytix.knowledge.viz

Uninstall

pip uninstall knowlytix only removes the meta-package itself — pip does not cascade to dependencies, so the five sibling packages stay installed. To remove the whole family, list them explicitly:

pip uninstall -y knowlytix knowlytix-core knowlytix-harness \
                 knowlytix-knowledge knowlytix-benchmark knowlytix-kal

Get in touch

• Website: https://knowlytix.ai
• Email: hello@knowlytix.ai
• Blog / release notes: https://knowlytix.ai/blog

License

Apache-2.0. See LICENSE.