Deliver Only the Signal – Never the Noise
Caylex fetches, deduplicates, and restructures raw context from external sources — giving your agents only the most relevant and actionable data.
Why It Matters
Every extra token adds latency and confusion. Caylex filters the noise to keep agents sharp.
- Agents need clarity, not clutter. Caylex delivers clean context.
- Too much context slows reasoning. Caylex keeps it lean.
- Extra tokens add latency. Caylex filters the noise.
- Noisy in, noisy out. Caylex sharpens performance.

Watch the Difference
From brittle rules to intelligent flow — see what smarter, faster, and fully customizable context processing looks like.
The old way
Brittle chunking rules, ad-hoc regex, guesswork filters
Unstructured inputs lead to noisy, unreliable context that slows agents down.
Manual insight summarization is slow and error-prone
Teams spend hours condensing data with inconsistent results and limited reusability across workflows.
4–6 hours of manual work per data source
Context prep slows teams down, doesn't scale, and drains valuable engineering time.
The Caylex way
Adaptive pipeline that streams clean, relevant context
Cleans, filters, and prepares structured context for agents — automatically, and at any scale.
Automated insight summaries — accurate and context‑aware
Delivers clean, reliable summaries in real time, with no manual formatting required.
Generates notes and introductions in minutes, not hours
Transforms raw input into polished agent-ready context — fast, clear, and consistent.
Caylex Shows Only What Matters
Caylex filters every input through its adaptive engine, removing irrelevant content in real time.
Selective by Design
Keeps only the lines that matter — based on task, topic, and value.
Self-Cleaning
Removes noise automatically — no prompt hacks required, no manual cleanup needed.
Token Efficient
Fewer tokens, faster responses, and reduced cost across every agent workflow.
Context-Aware
Adapts to each agent and session with dynamic precision.
Customizable Context Ingestion Rules
Customizable Context Ingestion Rules". then we can talk about how developer can define how they want caylex to process, organize, and clean their external context.
Agents get responses tailored to their history and tasks.
Each session learns—past inputs shape future results.
No guesswork. Just precision that improves over time.
When you have questions, we have answers
Have more questions? Use our Help Center
We help AI teams integrate smarter, scale faster, and build with confidence
Caylex helped us unify agent-tool interactions without extra infrastructure work. We saw a measurable drop in tool latency and costs — without compromising quality, scalability, or reliability.
Caylex reduced system failures by streamlining how agents interact with infrastructure. More uptime, fewer surprises.
With Caylex, we scaled agent workflows across tools without adding ops overhead. Doubling throughput took days — not months.
