Skip to main content
Labs

Where ideas get tested first.

Prototypes, proofs of concept and internal tools built by our founders to test an idea quickly. For production systems delivered for clients, see the case studies.

  • 9 vision models benchmarked across 4 providers
Leaderboard of nine vision models with average overall, accuracy, completeness, hallucination and cost scores
Developer toolsProof of concept

Vision model benchmarking engine

Runs object detection, labelling and bounding boxes across 9 vision models from 4 providers in parallel, scores each one for accuracy, completeness, hallucination and cost, and ranks them on a live leaderboard.

Result Best overall: GPT-5.4, 4.63 out of 5. Best value: Gemini 3.1 Flash-Lite (preview), 4.05 out of 5 at $0.0008 a run. A quality-versus-cost slider re-ranks the models instantly.

  • OpenAI
  • Gemini
  • Claude
  • Qwen via OpenRouter
  • Python
  • Streamlit
Pipeline: hybrid dataset preparation, iterative fine-tuning with an evaluation harness, user inputs and inference, and Creatomate rendering to video
Content & mediaPrototype

Fine-tuned Creatomate video generator

A fine-tuned model that writes the JSON configuration Creatomate needs to render an animated video, so a team can produce video variations without configuring every animation by hand.

Result Trained on hand-written and synthetic examples. A test harness checks JSON validity and template alignment before a fine-tuned version is used.

  • OpenAI fine-tuning
  • Creatomate API
  • Streamlit
Screenshot of the tool: a service-focus brief, a fetch, de-duplicate and score step that fetched 20 launches and skipped 2 already seen, and the start of the lead review
Sales & analyticsInternal tool

Product Hunt Lead Radar

Watches Product Hunt launches, qualifies each company with AI, enriches founder context with Apollo and Tavily, matches it to relevant past work and drafts personalised outreach, saving the results to Airtable. Sending leads on to HubSpot stays a manual step, after review.

  • Amazon Bedrock
  • MCP
  • Apollo
  • Tavily
  • Airtable
  • HubSpot

Got an idea worth testing?

We can build a focused prototype to prove it works, then take it to production with the evaluation, monitoring and handover it needs.