maap vs Upstage AI

A side-by-side comparison built from both listings. Blank cells mean the company has not given that detail; we never guess.

maap compared with Upstage AI
Detail	maap	Upstage AI
What it does	A 4B model that estimates numbers from text with calibrated intervals	Building intelligence for the future of work
Stage	Not given	Established
Founded	Not given	2020
Based in	Not given	KR
Pricing model	Freemium	Paid
Pricing	First 1,000 estimates free. Pricing for additional estimates available upon request.	Not given
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	OCR with 95%+ accuracy on document images
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	Recognized as CB Insights AI 100 company in 2025
Community votes	0	0
DR (Domain Rating by Ahrefs)	2 no change since last check	71 no change since last check
Trust Flow (Majestic)	4	20
Citation Flow (Majestic)	23	44
Referring domains (Majestic)	23	1414

4 details filled in for both companies.

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