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Papaya vs act101

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

Papaya compared with act101
DetailPapaya logo Papayaact101 logo act101
What it doesOptimize AI Agents for Quality, Latency & Cost Quality infrastructure for AI-written code with deterministic refactoring and a merge gate
StageNot given Startup
FoundedNot given 2026
Based inUS US
Pricing modelFreemium Freemium
PricingDeveloper (Free): 1 agent, up to 1,000 traces/month. Business ($500/month): up to 3 agents, 50,000 traces/month. Enterprise (Custom): unlimited agents with PII redaction, SLA guarantees, and dedicated support. Builder Edition: Free forever for personal, non-commercial, and open-source use. Engineering Edition: $29/month or $299/year (save 14%). Architecture Edition: $59/month or $599/year (save 15%). Elite Edition: $99/month or $999/year (save 16%). Enterprise: Custom pricing, contact sales. All editions
Key features
  • Automatic trace and agent detection
  • Analysis across agent traces and code
  • Ranked improvements for quality, latency, and cost
  • Interactive LLM Judge
  • Slack alerts and pull requests for approved fixes
  • Live observability across every agent
  • Automatic use case grouping
  • PII scrubbing for sensitive data
  • Multi-model SDK support
  • 182 AST-aware refactor operations for code transformation
  • 42 codebase analyzers for code analysis
  • Support for 163 programming grammars
  • Deterministic merge gate with signed receipts
  • MCP server and CLI interfaces
  • Cross-file import updates and automatic checkpointing
  • 10 cross-language porting operations
  • Instant undo for all operations
  • ~88% token savings on query operations
  • Native binary with zero dependencies and no supply chain risk
What makes it different
  • Ranked fixes by impact instead of one-trace-at-a-time analysis
  • Works alongside existing observability tools without replacement
  • Evidence-backed recommendations tied to real outcomes
  • Compounds improvements over time as more traces arrive
  • Deterministic verdicts and signed receipts for every code change ensure reproducible quality gates
  • Built by engineer with decades of production experience in correctness-critical domains
Community votes00
DR (Domain Rating by Ahrefs)7 no change since last check27 no change since last check
Trust Flow (Majestic)98
Citation Flow (Majestic)2931
Referring domains (Majestic)47182

6 details filled in for both companies.

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