Medium potentialLow license · Apache-2.0Score 10/10

LensView

Interactive Lens for LLM Interpretability

846PythonBuild: 4-6 daysanthropics/jacobian-lens

LensView is a hosted web platform that lets AI teams fit and explore Jacobian lenses on their own language models. It offers real‑time dashboards, layer‑wise token predictions, and easy sharing of insights without the need for local GPU work.

Tech stack

Next.js 14 + FastAPI + HuggingFace Inference + Vercel + Stripe + GPU compute provider (e.g., AWS G4)

BYOK model

HuggingFace model ID and optional GPU compute credits

Freemium model

Free tier: up to 5 models, 10 lens fits/month, 1 GPU hour per fit. Pro tier unlocks unlimited models, 100 fits/month, 10 GPU hours per fit, and priority support.

Deployment complexity

Medium — Fitting a lens requires GPU compute, but the heavy lifting can be offloaded to cloud GPU instances, while the web UI and API are lightweight.

SEO keywords
LLM interpretabilitylanguage model lensinteractive LLM diagnosticsmodel explainability dashboardAI model transparency tool
Why it qualifies
  • High demand for LLM interpretability in AI startups
  • Permissive Apache-2.0 license allows commercial use
  • Clear API surface and existing Python tooling
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