A 4B model that estimates numbers from text with calibrated intervals
One unified API for accessing 1000+ AI models across image, video, audio, and language generation
Stage
Not given
Not given
Founded
Not given
2023
Based in
Not given
US
Pricing model
Freemium
Paid
Pricing
First 1,000 estimates free. Pricing for additional estimates available upon request.
Usage-based pricing per API call. Models are priced individually with pay-per-use billing; prices vary by model and modality. Customers can set a budget and see what it purchases across all model categories.
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
Video generation from text or images with Kling and MiniMax models
Managed agents with autonomous AI assistants
Webhook support for async task completion notifications
WebSocket real-time task tracking and status updates
n8n workflow integration for no-code automation
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 unified API replacing multiple provider integrations
Transparent pay-per-use pricing with clear cost visibility
No subscription required, pay only for completed successful tasks
Quick integration enabling production features in days rather than months
Production-ready infrastructure with autoscaling and low latency
maap
Wiro AI