Living understanding for your AI.
Coalent turns your sources into decision-ready understanding — reused across every query and agent, and re-synthesized the instant a source changes. Not chunks. Not stale.
pip install coalent · sits on top of the stack you already run
Customers can be refunded within 30 days; partial refunds are pro-rated.
↑ live — pick a question, then change a source.
Works with the tools you already run
Stop feeding your AI chunks.
Give it understanding it can act on — and that stays correct.
Noisy, redundant, sometimes contradictory. Your LLM does the sifting — every time.
Customers can be refunded within 30 days; partial refunds are pro-rated.
Distilled, structured, cited — and rebuilt the moment a source changes.
Understanding, reused, and always fresh.
Real understanding
Coalent synthesizes your sources into a structured, decision-ready briefing — summary, claims, facts — not a pile of fragments.
Reused everywhere
Built once, matched by meaning, reused across every query, session, and agent. Less retrieval, less LLM spend, lower latency.
Always fresh
When a source changes, only the understanding that used it is rebuilt — surgically, the moment it changes. Never stale.
Cheap and fresh — proven.
Coalent ships its own benchmark with an independent oracle and real token cost. The result against naive RAG and a provenance-less cache:
0% stale · ~0% cheaper than always-fresh · see the benchmark →
Bring any retriever. Keep your model.
Coalent is the layer above retrieval — not a replacement. Plug in your vector DB, GraphRAG, tools, or APIs, and your model of choice. It's one call from any agent framework.
from coalent import SemanticCache, QdrantRetriever, LLMSynthesizer, OpenAIProvider
cache = SemanticCache(
QdrantRetriever(client=qdrant, collection="docs", embed=embed),
LLMSynthesizer(OpenAIProvider()),
)
ctx = cache.get("what is our refund policy?") # decision-ready, fresh
Store understanding,
not data.
Caches go stale because they store answers without knowing where they came from. Coalent keeps the lineage — so it always knows exactly what to forget.
The Coalent principle
Give your AI living understanding.
Open source, Apache-2.0. Sits on top of what you already run.