Executive Summary

Many developer-facing tools and docs never get discovered by large language models until web search indexes them, which means developer teams and product-led growth owners lose high-intent users and see outdated or incomplete answers in LLM-driven workflows. This pain is acute across an estimated 500K developer-focused teams that rely on discoverability for acquisition and support, and it grows as teams ship faster than search engines can crawl. You could build a real-time ingestion and indexing API that turns repos, docs, SDKs, and manifests into a canonical developer metadata layer and embeddings store, plus lightweight SDKs and connectors that auto-generate LLM-friendly manifests and plugin connectors. The product would prioritize embedding-first retrieval, live update pipelines, and easy integration into CI/CD and publishing flows so content is discoverable by LLMs before it appears in web search. The timing is favorable: a $3.0B addressable market (500K teams × $6K ACV) with a Market Score of 88/100 and Revenue Potential 84/100, driven by the shift to embeddings and the standardization of LLM connectors and manifests. Developer-first distribution still outperforms many channels, meaning a well-integrated tool can capture high-LTV users and clear acquisition funnels. You can differentiate by owning canonical metadata and real-time pipelines, shipping exceptionally developer-friendly SDKs, and offering prebuilt integrations with major LLM providers and plugin ecosystems. That said, challenges include a medium-competition landscape, the need to secure partnerships and trust with platform providers, and engineering effort to handle fragmentation and data privacy across many toolchains.

Market Opportunity

Make developer tools and docs discoverable to LLMs before web search indexes them targets a $3.0B = 500K developer-focused teams × $6K ACV total addressable market with medium saturation and a year-over-year growth rate of 20% YoY — based on combined growth of developer tools, embedding infrastructure, and enterprise search (industry reports, 2023-2025 trend data).

Key trends driving demand: Embedding-first retrieval is replacing traditional indexing for fresh and nuanced answers, creating demand for real-time ingestion pipelines — this opens opportunities for specialized indexing APIs.; Developer-first distribution remains a top acquisition channel for API/SaaS products, so tools that improve discoverability inside developer flows capture high-value users.; LLM providers and plugin/manifest ecosystems are standardizing connectors and manifests, which creates integration points for a canonical developer metadata layer.; Managed vector databases and cheaper embedding APIs lower infrastructure barriers, allowing small teams to ship embedding pipelines quickly and affordably..

Key competitors include Algolia, Pinecone, ReadMe.

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Make developer tools and docs discoverable to LLMs before web search indexes them

Executive Summary

Market Validation

Market Opportunity

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