Whitepapers

Engineering-led research from real Carmatec projects — reproducible benchmarks, honestly reported results, and the technical lessons behind them.

Engineering WhitepaperJuly 2026Aromal Rajagopal

Retrieval-Augmented Generation for Enterprise Knowledge

A Real-World Benchmark from the Goalz.Work Knowledge Pipeline

93.3% Recall@1 retrieving the correct source document across a 556-chunk, 7-document real-world corpus — processed for approximately $0.18. Every claim backed by a reproducible pipeline run, including an honestly reported negative result.

93.3%

Recall@1

$0.18

Processing cost

556

Chunks / 7 documents

93.3%

Recall@1

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