Crystallized intelligence

Build with proven
intelligence.

We build deterministic AI execution systems. Intelligent routing picks the best model for every task. Structural validation catches errors before they reach your application. The result: higher accuracy at a fraction of the cost.

87.3%
CI accuracy
$0.004
Per task
129
Task types
19
Models evaluated
Technology
CI Athanar CI

Not a language model. A deterministic routing and validation layer. For every task, it queries empirical benchmark data to find the best model, calls it, validates the output structure, and retries with the next-best model on failure. No LLM in the validation loop — pure structural checks at CPU speed.

87.3%
Accuracy
$0.004
Per task
5-100x
Cheaper
0
LLM in validation
Product
BookPull

Document extraction for accountants. Invoices, receipts, W-2s, 1099s, bank statements — 113 document types. Upload a document, get structured data back. Powered by Athanar CI.

bookpull.ai →
Thesis

In 1973, Rex Sinquefield launched the first index fund for individual investors. The insight: don’t pick one stock — allocate across the entire market. We apply the same principle to AI. No single model is best at everything. Empirical data proves it. Intelligent routing — picking the right model for each specific task — beats any single-provider bet. Every time.

How it works
1
Benchmark
Synthetic test instances with known answers. 14 probe types. Continuous evaluation across 19 models.
2
Route
Pick the best model for each specific task based on empirical accuracy and cost data.
3
Validate
Check output structure. Catch nulls, type errors, missing fields. Retry with next-best on failure.
Get in touch.
We’re building the execution layer for AI. Let’s talk.
alex@athanar.com