Strengths
• Intelligent routing across Inter, Zendesk, Freshdesk, Help Scout, and Gorgias
• Clear cost-per-ticket math if GPT-4o stays on the hard cases only
Weaknesses
• Over-indexes on flagship models for triage that a cheap classifier can do
• Longer latency than needed for first-response drafts
Kimi K2.5
MMoonshotAI
Completed
Tokens used
2574
Latency
39.2s
API cost
$0.006
Per 1M runs
$6.180
Text output
Pro tip
Run the cheap models on the same production prompt first. Kimi is thorough but slow — use it for research dumps, not the live ticket path.
Cheapest complete answer in this set after DeepSeek, with more detail than Mistral.
community
120+
engineers
registry
36
models available
benchmarks
490+
API calls in dataset
award
Best AI Use
Contra/Bubble award
// Platform capabilities
Test like you ship with real API data
Single-step tests, workflows, vision, and benchmarks - each built for production prompts, not lab benchmarks.
Playground
Single-step tests - cost & latency
Paste a production prompt, pick models, and run them in parallel. Every response includes token counts, latency, and estimated cost so you can compare side-by-side in seconds.
WorkflowsNew in v1.7
Multi-step workflow testing
Chain LLM steps like your agent does - pass output from one model as input to the next. Find which hop can move to a cheaper model without breaking quality on your real workload.
Vision
Image analysis comparison
Upload an image with your prompt and compare vision models on the same task. See quality, detail, and per-call cost across providers - not generic vision leaderboards.
BenchmarksPopulating
Community benchmark data
See which models win for each task type based on real tests run by engineers on the platform - aggregated from winner selections, not synthetic eval suites.
// Also included
Everything else you need day to day
Supporting tools that keep testing fast and your team unblocked.
Projects
Organise prompts and test runs by product, client, or experiment.
Dashboard
Overview of recent tests, spend, and model winners at a glance.
Usage-based
Pay per test with credits - no seat licences or idle subscriptions.
API usage tracking
See token counts and estimated cost for every model call in a run.
Mobile optimised
Review results and share links from any device.
Changelog
New models and platform updates shipped regularly.
Docs
Guides for first tests, workflows, and credit management.
Live admin chat
Talk to the team when you need help with a test or billing.
Security
Your prompts stay yours
We never train on or share your prompts. We use anonymised task type and results to improve community rankings - toggle off anytime.
Prompts are used only to run your requested model tests
No selling or training on your test inputs or outputs
Anonymised task type and results may improve community rankings - toggle off anytime
Encrypted in transit; access limited to operational needs
Delete test history from your account at any time
// Vs alternatives
What you can't get anywhere else
Tracking tells you you're overpaying. We tell you exactly what to switch to - tested on your real prompt, quality verified, so the switch won't break anything.
Feature
Test AI Models
Other testing tools
Benchmark platforms
Manual testing
Test YOUR prompts
Yes
-
-
Yes
Quality-verified cheaper switch
Yes
-
-
Manual only
Real API calls
Yes
Yes
-
Yes
See exact API costs
Yes
Some show costs
-
Can be implemented
Model switching validation
Pre-build & post-live
Prompt optimization, not model switching
Research only
Yes
Time to first result
30 seconds, no setup
Hours (CLI, API keys, YAML)
Instant comparison
2–4 hours per model
API keys needed
No API keys
BYOK required
No API keys
Need 9+ accounts
Monthly cost
Usage-based + optional Pro
$0–249/mo
Free
$70+ in credits to start
// 36 models available
Compare flagship models from all major providers
New models added within days of release. Neutral testing - no provider bias.