Home › The Proof
The proof slab // beneath the four objects
Build the number first.
How do you know iteration 5 beats iteration 4, or are twelve iterations twelve guesses dressed as progress?
The real moat in a RAG system is not the chunking strategy or the embedding model. It is the benchmark that tells you whether iteration 5 is actually better than iteration 4. Almost no one builds it. That is the expensive mistake.
The discipline
Fifty queries with known answers, before any pipeline.
Write 50 queries against your domain
Real questions a user would ask, each with a known correct answer, written before you build a single ingestion path.
Run every change against all 50
Chunking strategy, embedding model, retrieval depth. The benchmark is your architecture guide, not your intuition.
Keep the number, not the opinion
The set tells you which decision actually moved the needle. Twelve guesses become twelve measurements.
The founders who sell data-infrastructure companies are not the ones with the best architecture. They are the ones who can prove their architecture works with a number.
Without the benchmark you are iterating on intuition, which means your twelve iterations are twelve expensive guesses dressed up as progress. The benchmark is what makes the other four objects falsifiable instead of opinions. It observes the Event, the Schema, the Slots, and the Index, and it tells you, in one number, whether the structure holds.
Who are you, and why should I trust this?
Do not trust it, test it. The whole method reduces to a number: 50 queries with known answers, run against every change. We hand you the instrument that proves or kills the architecture. Bring your domain, leave with the benchmark spec, run it yourself.
Isn't 50 queries too few to be meaningful?
50 well-chosen queries with known answers beat 5,000 unlabelled ones. The point is a stable, known-answer set you can rerun on every change. You grow it as the domain teaches you, but you start with the 50 that matter.
The reading
Name your benchmark in twenty minutes.
Bring one domain and one real query. We sketch the shape of the 50-query set that will prove your retrieval works.
Book my technical call →