Builder's Lens Any product that relies on pseudonymity for user trust — anonymous feedback tools, whistleblower platforms, privacy-first social apps — faces a structural threat that terms of service can't fix. Conversely, there's a real market for LLM-powered identity verification and fraud detection that doesn't require PII. Builders in privacy tech need to re-architect around zero-knowledge or differential privacy approaches now, not later.

Builder's Lens One million tokens of context changes the unit economics of RAG: for many use cases, you can now skip chunking and retrieval entirely and just load full codebases, legal documents, or conversation histories into context. Audit your RAG pipelines now — some of that infrastructure may be unnecessary overhead. The pro tier is the one to benchmark for tasks requiring deep reasoning over large inputs.

Builder's Lens This is a direct signal for where to build: the 92% of the labor market without robust AI agent benchmarks represents both an open research opportunity and a go-to-market wedge. If you can define the evaluation framework for AI agents in a specific non-coding vertical — healthcare admin, field service, legal research — you own the benchmark, which means you shape what 'good' looks like and attract enterprise buyers trying to evaluate tools. Benchmark creation is a moat-building strategy.