Replay: the demo that uses your data instead of our slides
Every cache vendor promises a hit rate. Crowkis Replay computes yours, on your real queries, before you spend anything. The pitch is a number with your name on it.
Infrastructure buying is plagued by projected ROI: vendor benchmarks on synthetic workloads that mysteriously flatter the vendor. We built Crowkis Replay specifically to exit that genre. Bring a sample of your real production queries to the demo call; we replay them through the full engine, intent classes, templates, confidence gates, everything, and hand you your actual hit rate and dollar savings.
The honesty cuts both ways, which is the point. If your workload is genuinely novel-heavy, some are, Replay says so, and we'll tell you the cache earns less here. That costs us a deal and buys something more valuable: every number we ever show you afterward is credible. Infrastructure relationships run on exactly that currency.
- 1incoming query
- 2intent classifier
- 3template match
- 4HNSW neighbours
- 5confidence gate
- 6trust + freshness
- 7answer · <1ms
- 8(nil) → your model
Reuse only when meaning, structure, confidence, and trust all agree.
Mechanically it's simple: export a query sample (no responses needed, Crowkis computes what it would have served and what the misses would have cost at your model prices), thirty minutes on a call, and you leave with the multiplication done by your own traffic.
The bottom line
The ask is one email to contact@crowkis.com with 'Replay' in the subject. The worst case is a free, rigorous analysis of your LLM spend's shape. The usual case is the easiest infrastructure approval you'll file this year.