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OptScale AI vs AgentStats

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

OptScale AI compared with AgentStats
DetailOptScale AI logo OptScale AIAgentStats logo AgentStats
What it doesIntelligent AI gateway for cost control, access governance, and data sovereignty across LLM and MCP interactions See which AI agents use your product, where they fail, and what to fix
StageEstablished Startup
Founded2016 Not given
Based inNot given Not given
Pricing modelFreemium Free trial
PricingNot given Free trial for 14 days. Starter: $15/month (2 projects, 50k events/month, 30-day retention). Growth: $49/month (5 projects, 500k events/month, 90-day retention, up to 5 team members). Scale: $149/month (25 projects, 5M events/month, 1-year retention, unlimited team members).
Key features
  • Intelligent gateway with smart routing across LLMs, local models, and MCP servers
  • Role-based access control and department-level billing
  • AI ROI & Impact: connect spending to business outcomes through outcome connectors
  • OpenAI API-compatible drop-in integration with less than 2ms overhead
  • Local model hosting and data residency controls
  • Monitor AI crawlers, website agents, MCP clients, APIs and CLIs
  • Real-time dashboard showing tool calls, errors, latency and client details
  • AI visibility: track what ChatGPT, Claude and Gemini say about your product
  • MCP server integration for agents to query your analytics data
  • SDKs for TypeScript, Python, Go, Rust, C#, Java, Swift and browsers
  • Identifies silent agent failures hidden from logs and APM
  • Never blocks request paths with background worker batching
  • Weekly or daily AI reviews depending on plan
  • Funnels, conversions and email alerts
What makes it different
  • Built on 10+ years of FinOps expertise with proven enterprise trust (Airbus, Nokia, T-Systems, DHL, PwC)
  • Sub-2ms gateway overhead with no code changes required via OpenAI API compatibility
  • Only platform showing silent agent failures that return 200 OK status codes
  • Covers six distinct data sources in one dashboard instead of scattered logs
  • Agents can access dashboard via MCP server to self-fix their failures
  • Installation takes five minutes with background worker approach never blocking request paths
  • AI visibility shows what AI models actually say about your product with claim verification
Community votes00
DR (Domain Rating by Ahrefs)15 +1 (up) since last checkNot checked yet no change since last check
Trust Flow (Majestic)140
Citation Flow (Majestic)250
Referring domains (Majestic)220

5 details filled in for both companies.

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