A 4B model that estimates numbers from text with calibrated intervals
One API key for DeepSeek, GLM, Kimi, Qwen, Llama, Gemma and more
Stage
Not given
Startup
Founded
Not given
Not given
Based in
Not given
GB
Pricing model
Freemium
Freemium
Pricing
First 1,000 estimates free. Pricing for additional estimates available upon request.
Free: $0.25 credit on sign-up (one per person). Pay as you go: from $5 top up, per-token pricing. $0.182 per million tokens from (DeepSeek V4.1 Flash input), $0.195 per million tokens from (GLM-5.3 Flash, MiniMax input), $0.234 per million tokens from (Gemma 4 31B input), $0.325 per million tokens f
Key features
Returns median, quantiles, and calibrated intervals for numerical estimates
Processes text records in a single forward pass without text generation
Responds in approximately 160 milliseconds
Flags when targets are outside training distribution or intervals lack calibration guarantees
Supports few-shot learning with at least eight labeled examples
Trained on 36 public sources
Calculates probability of exceeding user-specified thresholds
For count targets can return probability of each whole number
Accepts text input without requiring schema declaration or preprocessing
Costs roughly two orders of magnitude less per prediction than frontier models
Support for 25+ chat models from multiple providers
Image generation with FLUX and Stable Diffusion
Video generation with Wan 2.2
Speech synthesis with ElevenLabs and Qwen
Standard chat-completions API format
Server-sent events and streaming
Function calling and JSON mode
Per-API-key spending limits
Embeddings and reranking
In-browser chat interface
What makes it different
Provides calibrated uncertainty quantification where language models cannot
Transparently reports when calibration guarantees are absent
Dramatically faster inference than text-generating alternatives at 160ms
Designed for unstructured text without requiring labeled training data
Explicitly signals new, unseen targets with fallback capability for code
Single API key to access 25+ models from 17 different providers
maap
Solo Router