Used by Y Combinator, compliance teams, and engineers building agents that need reliable answers.
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Captain
Overview
Captain makes product catalogs and complex, multimodal files searchable for customers and AI agents. It syncs files from sources like S3, SharePoint, and Google Drive and tunes search to your data and workloads.
Instead of stitching together parsers, embeddings, vector databases, rerankers, and retrieval infrastructure, developers use Captain to power product search and file retrieval through managed APIs.
On evaluated file-search benchmarks, Captain’s tuning improved retrieval accuracy from roughly 78% with standard RAG to over 97%.
Built for complex catalogs and demanding file-search workloads, including regulated and high-stakes applications.
Customers & use cases
Pricing
500 free indexing credits a month, then $0.02 a credit. Each file type has its own credit rate. No per-seat pricing. 1,000 free queries a month on Developer, then $0.005 each.
Founders & team
Lewis Lien Polansky
Founder/CEOCEO @ Captain, building self-tuning file search for AI agents. Engineer, designer, founder of a cybersecurity CTF org, recipient of U.S. Congressional recognition for community software, and randomly co-invented the soy-based milk carton.
Edgar Babajanyan
Founder/CTOCTO @ Captain | Published AI NLP Researcher | Built OCR engines @ Boar's Head | Scaled high-performance RAG pipelines for the past 4 years | Built a Cross Region L2 Datacenter
Founded 2025 · Source
News & product activity
Sources & observations
Maturity: Not assessed · 4 of 6 areas documented
Source-based assessment · automated evidence rules
The retained text does not establish product availability or customer use.
Maturity is an evidence-based assessment, not a success rating. It may understate the current stage where evidence is limited. Coverage records documented areas, not a complete or independently audited company history.
- Product overviewSource description Checked 2026-11-11
- Product visualsNot documented
- Founders & originsTeam information
- Business model & pricingPricing page detected on company website; plans not reviewed Checked 2026-11-11
- Funding & ownershipNot documented
- Dated milestonesDated source activity: 2026 Q1 (quarter only)





