OptScale AI vs Backloop

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 Backloop
Detail	OptScale AI	Backloop
What it does	Intelligent AI gateway for cost control, access governance, and data sovereignty across LLM and MCP interactions	Catch where AI agents get stuck on your API or MCP server, rank problems by impact, and draft fixes as pull requests
Stage	Established	Not given
Founded	2016	Not given
Based in	Not given	US
Pricing model	Freemium	Freemium
Pricing	Not given	Open source: free. Team: $199/month with 14-day free trial (1 API or MCP service, 25,000 reports/month, 15 coding-agent runs/month). Business: $799/month (up to 3 services, 250,000 reports/month, 60 coding-agent runs/month). Extra coding-agent runs: $6 each.
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	Session replay for MCP servers to identify failed agent sessions Clustering reports by agent goals and workflows Priority ranking weighted by frequency, failed workflows, and affected accounts Claude Code generates pull requests with tests Review queue with diff, tests, agent reports, and evidence Isolated git worktree prevents unauthorized code push Schema validation and rate limiting for feedback Open Agent Feedback Protocol with TypeScript and Python SDKs GitHub integration for draft PR creation
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 AI agent failures on successful HTTP responses get detected and ranked Automated pull request drafts with your approval required before shipping Session replay captures failures even when agents don't report them Pay only for coding-agent runs, not feedback submission Open protocol and SDKs can be self-hosted at no cost
Community votes	0	0
DR (Domain Rating by Ahrefs)	15 +1 (up) since last check	1 no change since last check
Trust Flow (Majestic)	14	1
Citation Flow (Majestic)	25	14
Referring domains (Majestic)	22	4

4 details filled in for both companies.

More alternatives to OptScale AI More alternatives to Backloop