Foresight by Lightning Rod
Predict anything with AI
Details
- External ID
- 1178224
- Source
- PH
- Company
- —
- Product
- Lightning V3
- Website domain
- producthunt.com
- Launched
- June 30, 2026
- Cohort
- —
- Upvotes
- 246
- Upvotes percentile
- 0.47115384615384615
- Tags
- API, Developer Tools, Artificial Intelligence
- Fetched at
- Sept. 7, 2026, 1:22 a.m.
- Updated at
- Sept. 7, 2026, 1:22 a.m.
Description
Foresight by Lightning Rod is an OpenAI-compatible forecasting API for developers building agents, prediction-market bots, and decision tools. Ask a question about a future event and get a scored, calibrated forecast back. Unlike general-purpose LLMs, Foresight is trained and evaluated on real-world outcomes, with benchmark-verified accuracy, cheaper inference, and a drop-in API for forecasting workflows.
Enrichment
- Theme
- AI trading bots and financial intelligence
- Vertical
- Horizontal
- Function
- Analytics & BI
- Audience
- B2B
- AI stance
- AI-native
- Project type
- Commercial product
- Normalized one-liner
- ai prediction tool
- Manually corrected
- False
Could you build this?
No Creating a truly calibrated forecasting model requires proprietary longitudinal training data, specialized probabilistic scoring algorithms (e.g., Brier scores), and domain expertise in forecasting science rather than standard LLM prompting.
What it would actually take: A production forecasting API requires a fine-tuned or RL-aligned model trained against extensive historical prediction markets (e.g., Metaculus, Polymarket, Manifold) and real-world event resolutions to properly calibrate epistemic uncertainty. The core engineering involves automated retrieval of diverse fresh news sources, multi-agent dialectical reasoning ensembles, and probabilistic aggregation techniques to generate verified Brier-calibrated distributions rather than overconfident text outputs.
Competitors
Other products that read as similar to this one — 21 launches clear the similarity bar, closest 8 shown.
Attention rank: #11 of 22 (itself plus its competitors, highest first — normalized so YC and Product Hunt are compared fairly).
Launched 238 days after the earliest competitor.
- tomorrowread.com · ph · 2026-09-30 · 1 upvotes · similarity 0.51
- Foresight - Understand your consumers better than ever · yc · 2026-05-10 · 8 upvotes · similarity 0.41
- WattAI · ph · 2026-09-21 · 7 upvotes · similarity 0.38
- gridwatch-ai · github · 2026-09-29 · 20 upvotes · similarity 0.38
- Trained an LLM to predict "What will Trump do?" · hn · 2026-02-20 · 10 upvotes · similarity 0.37
- FutureSearch, AI forecasting you can verify · hn · 2026-08-03 · 11 upvotes · similarity 0.36
- Aura · ph · 2026-09-19 · 1 upvotes · similarity 0.36
- Open-source LLM and dataset for sports forecasting (Pro Golf) · hn · 2026-02-24 · 7 upvotes · similarity 0.35
Other launches for this product
Same idea, different domain
Nobody's really built a analytics & bi tool for Legal yet.