The Roost

Cache Dify in your research assistant with Crowkis

Building research assistants on Dify? Add a semantic cache so overlapping literature and summary questions stop costing full price.

Cache the Gemini SDK in your API documentation bot with Crowkis

Building API documentation bots on the Gemini SDK? Add a semantic cache so the same endpoint questions from every developer stop costing full price.

Cache LiteLLM in your AI search with Crowkis

Building AI search on LiteLLM? Add a semantic cache so popular queries hit again and again stop costing full price.

engineeringJul 2, 2026· 6m

Cache Haystack in your voice assistant with Crowkis

Building voice assistants on Haystack? Add a semantic cache so latency-sensitive, repetitive spoken queries stop costing full price.

Sub-millisecond retrieval: why in-process beats a network hop

Sub-millisecond retrieval: why in-process beats a network hop. A practical, Crowkis-grounded take, no hype, just what actually moves cost, latency, and safety.

securityJul 2, 2026· 5m

Input guardrails (CGUARD): how it works and when to use it

Input guardrails (CGUARD), scans prompts for injection and jailbreaks after normalizing leetspeak, whitespace, and zero-width evasion, model-free and stateless. Here's how Crowkis does it and why it matters for cost and safety.

featuresJul 2, 2026· 5m

Why 'who wrote Hamlet' and 'today's stock price' can't share a TTL

A single time-to-live for every cached answer is a bug in disguise. Some facts are true for a decade; some are stale in minutes. Freshness has to know the difference.

Cache Dify in your contract analysis tool with Crowkis

Building contract analysis tools on Dify? Add a semantic cache so the same clause questions across documents stop costing full price.

Cache the Mistral SDK in your customer support bot with Crowkis

Building customer support bots on the Mistral SDK? Add a semantic cache so repeat questions from every customer, all day stop costing full price.

Cache LiteLLM in your ecommerce assistant with Crowkis

Building ecommerce assistants on LiteLLM? Add a semantic cache so the same product and policy questions across shoppers stop costing full price.

Cache Haystack in your email drafting tool with Crowkis

Building email drafting tools on Haystack? Add a semantic cache so similar drafts requested over and over stop costing full price.

economicsJul 1, 2026· 6m

FinOps for LLMs: attributing AI spend

FinOps for LLMs: attributing AI spend. A practical, Crowkis-grounded take, no hype, just what actually moves cost, latency, and safety.

securityJul 1, 2026· 5m

Output guardrails (COUTCHECK): how it works and when to use it

Output guardrails (COUTCHECK), scans responses for PII, toxicity, and JSON validity before they ship, so the model's output is checked at the trust boundary. Here's how Crowkis does it and why it matters for cost and safety.

featuresJul 1, 2026· 5m

A cache hit is not the same as a correct answer

Most caches treat every hit as equally trustworthy, a binary yes. But LLM answers are probabilistic and time-sensitive. Crowkis scores its confidence before it serves.

Cache Dify in your onboarding assistant with Crowkis

Building onboarding assistants on Dify? Add a semantic cache so every new hire asking the same first questions stop costing full price.

Cache the Mistral SDK in your coding assistant with Crowkis

Building coding assistants on the Mistral SDK? Add a semantic cache so the same explanations and boilerplate reasoning, dozens of times a day stop costing full price.

Cache LiteLLM in your healthcare Q&A assistant with Crowkis

Building healthcare Q&A assistants on LiteLLM? Add a semantic cache so recurring policy and triage questions stop costing full price.