Blog · Tag
query-rewriting.
2 posts in this archive.
Engineering
Query understanding, a year on: where the model won
A year of hand-written query-rewrite rules versus LLM-based query rewriting on RFP questions. Which side won, where the hand-written rules still beat the model, and what the hybrid looks like now.
The PursuitAgent engineering team
Engineering
Query rewriting for RFP questions with implicit context
Most RFP questions retrieve poorly because they assume context the corpus does not carry. Query rewriting turns 'describe your approach' into a retrieval string that hits. Examples, the rewrite chain, and the cost tradeoff.
The PursuitAgent engineering team
See the proposal workflow
Take the 5-minute tour, then start a trial workspace when you're ready to run a real pursuit against your own source material.