Knowtropic

Adaptive Search & Memory
for Agentic AI

We get AI agents to the right data — faster and with far fewer tokens, on your hardest tasks at any scale.

Images· Video· Audio· Documents (PDF, DOCX)· Slides & spreadsheets· Email & chat· Code· Sensor data· 3D & point clouds· CAD & schematics· News· Legal· Policy & compliance· Medical imaging· Support transcripts· Insurance claims· Tax forms·
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The problem

One problem underneath all: knowledge that decays as agents use it.

ENTROPIC LIMIT Agent output Re-enters the corpus Volume & disorder rise Accessibility falls Agents spend more tokens
Knowledge and memory reach their entropic limit fast.
The solution

Innovative data access infra
drops into the agent loop.

Agents / Applications
ClaudeChatGPTGeminiGitHub CopilotCursorVS CodeHermes AgentOpenClaw
KNOWTROPIC
In the middle of your agents and your data sources.
Agents use our tools, we connect them to information.
Storage / Data Warehouses
GitHubSnowflakeDatabricksCloudflare R2Google CloudAWS S3Microsoft Azure

We overcome the entropic limits of today's agentic memory. How:

Quality and throughput — both, not either/or

Search model & index, co-designed

Unified architecture to hold all three axes at once. The fastest, most scalable index serving the most capable search.

Your agents can query the index, and vice versa

Active memory — reactive index

An index that acts upon ingesting new data: it learns, adapts, and pushes events to agents, not just answers their queries

Fewer tokens, better context

Your agents search less and answer better.

Deep research that needs fewer searches and burns fewer tokens. Better context means better results — and faster ones.

Compounding quality

Search that gets better every week it runs.

More data ingested and more queries mean improved retrieval quality over time — learning from real usage.

Work with us

We build the AI-era search infrastructure for your needs.

Bring the corpus and the hardest queries
Resolve your tasks fast and cheap

You have
A large unstructured or multimodal corpus your current search underserves — and critical queries that miss your quality bar.
You need
Agent-grade retrieval in production: reasoning-heavy queries, tight latency, and unit economics that survive real traffic.
You get
A benchmark of your current stack, then our intelligent index tailored to your data — with A/B-tested gains and direct founding-team access.
Get early accessGet access → contact@knowtropic.ai