Real-time frontier model health

Know which frontier model is actually good right now.

Frontier models drift. The same model, same settings, can be brilliant one minute and slow or shallow the next — demand, maintenance and changes you never see. FrontierScore continuously tests them and scores live quality, speed and reasoning, so you and your routers always pick the best.

Tracking the latest Claude · GPT · Gemini · Grok · DeepSeek versions — and growing
Frontier model health
Preview
Illustrative sample · live data at launchupdated continuously
The problem

Frontier performance isn't constant.

You're paying frontier prices for a moving target. Without live visibility, you can't tell a great run from a degraded one until the output disappoints.

Quality swings

The same prompt and settings can return deep, holistic reasoning one hour and shallow, rushed answers the next — with no warning and no changelog.

Speed swings

Latency and throughput move with demand, maintenance and silent infrastructure changes. "Fast" is not a fixed property of a model.

You're flying blind

Benchmarks are run once and published. They tell you how a model did last month — not which model is the right call for the request you're about to send.

How it works

Continuous frontier tests.

Deep analytical tasks, run around the clock against every provider — turned into live, comparable scores.

Probe

Run curated deep-analysis "frontier tests" across providers, continuously — not once a month.

Measure

Capture answer quality, reasoning depth and holistic approach, plus latency and throughput.

Score

Normalize into live quality, speed and an overall preferred score per model and setting.

Serve

Publish to the live dashboard and a high-performance API — ready for routers and agents.

Capabilities

One score for the whole frontier.

Live health dashboard

See current quality, speed and overall score for every tracked model, refreshed continuously.

High-performance API

Query the current score for any model in milliseconds — built to sit in the hot path of a request.

Intelligent routing

Feed live scores to smart routers and MCP so they route to whichever model is best right now.

Quality · speed · reasoning

Three dimensions, not one number — so you weight what matters for each workload.

Multi-provider coverage

Claude, GPT, Gemini, Grok, DeepSeek and open-weight models, scored on the same scale.

Built into Gateward

Drop FrontierScore into gateward.ai to power its routing decisions out of the box.

Coverage

Every provider, every new version.

We track the latest models across providers — and add new versions the moment they ship, so the score always reflects today's frontier.

Anthropic
Claude Opus 4.8Sonnet 4.6Fable 5
OpenAI
GPT-5.5GPT-5.5 ProCodex
Google
Gemini 3.1 ProGemini 3.5 Flash
xAI
Grok 4.3reasoning levels
DeepSeek
V4 ProV4 Flash
Open-weight
Llama 4Qwen 3.7Kimi K2.6
And growing
New models & versions added as they ship
Live model health

The frontier, scored in real time.

A preview of what alpha participants see. The full live dashboard is rolling out to the alpha over the coming weeks.

Healthy Elevated latency Degraded Illustrative sample data — real measurements at launch
The live dashboard opens to alpha participants first.Join the alpha for live access →
The API

A score your router can act on.

One fast call returns the current quality, speed and overall score for any model — turning a plain router or MCP server into an intelligent one.

  • Millisecond responses, built for the request hot path
  • Per-model and per-setting scores (e.g. reasoning effort)
  • Status flags so you can fail over from a degraded model
  • Drop-in for smart routers, MCP and Gateward
# current score for a model
GET /v1/score?model=claude-opus-4-8

{
  "model": "claude-opus-4-8",
  "quality": 96.2,
  "speed_tps": 142,
  "reasoning": 94.8,
  "score": 95.1,
  "status": "healthy",
  "updated": "2026-06-24T14:05Z"
}
Pairs with Gateward

The intelligence behind the gateway.

Gateward routes and governs your models; FrontierScore tells it which model is best moment to moment. Run them together for a local-first gateway that always reaches for the strongest available frontier model.

Visit gateward.ai →

Join the alpha & R&D program.

We're onboarding early testers and research partners to shape the frontier tests, the scoring and the API. If you route, build agents, or just want to stop guessing — let's talk.

Request alpha access →
frontierscore@digital1.one