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maap vs SingIt

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 SingIt
Detailmaap logo maapSingIt logo SingIt
What it doesA 4B model that estimates numbers from text with calibrated intervals One API key for 200+ AI models below list price, with pay-per-answer x402 payments or prepaid balance
StageNot given Not given
FoundedNot given Not given
Based inNot given Not given
Pricing modelFreemium Freemium
PricingFirst 1,000 estimates free. Pricing for additional estimates available upon request. Free tier: 6 free models, up to 20 answers per day per network with shared $0.25 daily cost cap. Paid: Claude Opus 5.5 output at $5.07 per million tokens (75% below $20.00 list price); pricing varies by model. Customers pay actual cost plus 30% plus network settlement fee ($0.001 USDC on Base or $0.
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
  • Access to 200+ AI models including Claude, GPT, Gemini, DeepSeek
  • Pay-per-answer x402 USDC payments on Base and Solana
  • Prepaid API keys with customizable daily and per-request limits
  • Image generation from 50+ models
  • Text-to-speech with 11 voices
  • Web search via Exa integration
  • MCP server for Claude Code, Cursor and other clients
  • Framework integrations with LangChain.js, Vercel AI SDK, ElizaOS
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
  • Below-list pricing: Claude Opus 5.5 output 75% cheaper than official list price
  • Unified API key works across OpenAI SDK, Anthropic SDK, Claude Code and frameworks
  • No-code free tier with 20 answers per day across 6 free models
  • Blockchain payments with x402 on Base and Solana, no account needed
Community votes00
DR (Domain Rating by Ahrefs)2 no change since last check8 no change since last check
Trust Flow (Majestic)40
Citation Flow (Majestic)2322
Referring domains (Majestic)2334

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