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WattAI

Free Decision Intelligence

Details

External ID
1256765
Source
PH
Company
—
Product
WattAI
Website domain
producthunt.com
Launched
Sept. 21, 2026
Cohort
—
Upvotes
7
Upvotes percentile
0.9434199273038273
Tags
API, Developer Tools, Artificial Intelligence
Fetched at
Sept. 21, 2026, 5 p.m.
Updated at
Sept. 21, 2026, 5 p.m.

Description

WattAI is an on-device decision model. Send it text and a list of options, and get back the option that fits, plus a calibrated probability for each. No text generation, no JSON parsing, no data leaving your device. Open source, self-hostable, and available through a free API.

Enrichment

Theme
autonomous ai agents for business
Vertical
Horizontal
Function
Analytics & BI
Audience
B2B
AI stance
AI-native
Project type
Commercial product
Normalized one-liner
free decision intelligence platform for teams
Manually corrected
False

Could you build this?

No WattAI is a custom distilled, quantized small language model (distilled from SmolLM2-360M) optimized specifically for zero-shot calibrated probability classification on edge devices.

What it would actually take: Building this requires a dedicated machine learning pipeline to perform knowledge distillation from larger LLMs into a 360M parameter architecture using specialized evaluation datasets (MNLI, BoolQ, CLINC150). The model needs specialized probability calibration techniques (minimizing Expected Calibration Error) and compilation down to runtime formats like GGUF/ONNX for cross-platform, on-device CPU/NPU execution.

Competitors

Other products that read as similar to this one — 24 launches clear the similarity bar, closest 8 shown.

Attention rank: #2 of 25 (itself plus its competitors, highest first — normalized so YC and Product Hunt are compared fairly).

Launched 153 days after the earliest competitor.

Other launches for this product

Same idea, different domain

Nobody's really built a analytics & bi tool for Legal yet.