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Is the sarvam API down? Live status, latency & uptime by region

· rebuilt about every 30 minutes

Is the sarvam API down right now?

Reachable from all 4 regions

Last successful probe Oct 21, 20:16 UTC · every 5 minutes from 4 region(s)

3 isolated failure(s) in the last 72 hours, the most recent (host probes) visible from only one region (South America (São Paulo)). A single-region failure cannot be separated from a problem on that network path, so it is not called an outage. Measured from outside sarvam’s own network, independently of its status page; full log: measured AI API incidents.

Real requests: not measured for sarvam — only the API host is probed here, so errors limited to specific models are invisible to these probes. That is exactly what a status page tends to report, hence the line below.

sarvam publishes no machine-readable status page, so there is nothing to cross-check against.

As of October 21, 2026, the sarvam AI API responds in 252 ms p50 (edge, time-to-first-byte) from Asia (Tokyo) — its fastest measured region — with 100% uptime. Slowest is South America (São Paulo) at 626 ms p50.

Endpoint response (TTFB), 24 h
252 ms
Typical (p50) from Asia (Tokyo), the fastest region
Uptime, 24 h
99.7%
1,153 probes across 4 region(s)
Failed probes, 72 h
4
of 3,459 · South America (São Paulo)
Reported by sarvam, 72 h
—
no machine-readable status page

Was sarvam down in the last 3 days?

No. 3 isolated single-region probe failure(s) were recorded, none of which meets the bar for an outage (two or more regions at once).

  • South America (São Paulo) only — not an outage · at least 10 minutes · 2 failed probe(s) · timeout
  • South America (São Paulo) only — not an outage · under one 5-minute probe cycle · 1 failed probe(s) · timeout
  • South America (São Paulo) only — not an outage · under one 5-minute probe cycle · 1 failed probe(s) · timeout

Earlier days with sarvam incidents: Sep 30 (1 outage) · Aug 18 (1 outage) · Jul 30 (1 outage)

Show this live in your README: sarvam API status badge — embed code

What sarvam’s own status page reported

sarvam publishes no machine-readable status page, so there is nothing to set against the measurements above.

Is sarvam getting faster or slower?

Endpoint response (TTFB) · milliseconds · lower is faster

Last 72 hours · UTC · newest time on the right · current hour is incomplete.

Each line shows a region’s typical response per hour (p50), using the same scale. A gap means no successful timed probe in that hour.

typical response per hour (p50)all probes succeededsome failed (under half)half or more failedno probes recorded

sarvam — hourly p50 edge latency (ms) and probe outcomes per region, last 72 hoursEndpoint response time in milliseconds. Lower is faster. Each region uses the same vertical scale from 0 to 800 ms. Lines show hourly p50 values; gaps have no successful timed probes. Outcome counts are listed after this chart.Oct 19Oct 20Oct 21nowOct 18, 21:00 UTC Europe (Germany): typical 297 ms (p50 TTFB) US (Central): typical 423 ms (p50 TTFB) Asia (Tokyo): typical 246 ms (p50 TTFB) South America (São Paulo): typical 624 ms (p50 TTFB)Oct 18, 22:00 UTC Europe (Germany): typical 298 ms (p50 TTFB) US (Central): typical 427 ms (p50 TTFB) Asia (Tokyo): typical 247 ms (p50 TTFB) South America (São Paulo): typical 626 ms (p50 TTFB)Oct 18, 23:00 UTC Europe (Germany): typical 293 ms (p50 TTFB) US (Central): typical 424 ms (p50 TTFB) Asia (Tokyo): typical 248 ms (p50 TTFB) South America (São Paulo): typical 629 ms (p50 TTFB)Oct 19, 00:00 UTC Europe (Germany): typical 297 ms (p50 TTFB) US (Central): typical 432 ms (p50 TTFB) Asia (Tokyo): typical 245 ms (p50 TTFB) South America (São Paulo): typical 624 ms (p50 TTFB)Oct 19, 01:00 UTC Europe (Germany): typical 296 ms (p50 TTFB) US (Central): typical 426 ms (p50 TTFB) Asia (Tokyo): typical 246 ms (p50 TTFB) South America (São Paulo): typical 623 ms (p50 TTFB)Oct 19, 02:00 UTC Europe (Germany): typical 293 ms (p50 TTFB) US (Central): typical 429 ms (p50 TTFB) Asia (Tokyo): typical 247 ms (p50 TTFB) South America (São Paulo): typical 622 ms (p50 TTFB)Oct 19, 03:00 UTC Europe (Germany): typical 271 ms (p50 TTFB) US (Central): typical 434 ms (p50 TTFB) Asia (Tokyo): typical 246 ms (p50 TTFB) South America (São Paulo): typical 623 ms (p50 TTFB)Oct 19, 04:00 UTC Europe (Germany): typical 296 ms (p50 TTFB) US (Central): typical 424 ms (p50 TTFB) Asia (Tokyo): typical 247 ms (p50 TTFB) South America (São Paulo): typical 629 ms (p50 TTFB)Oct 19, 05:00 UTC Europe (Germany): typical 297 ms (p50 TTFB) US (Central): typical 429 ms (p50 TTFB) Asia (Tokyo): typical 247 ms (p50 TTFB) South America (São Paulo): typical 629 ms (p50 TTFB)Oct 19, 06:00 UTC Europe (Germany): typical 296 ms (p50 TTFB) US (Central): typical 428 ms (p50 TTFB) Asia (Tokyo): typical 240 ms (p50 TTFB) South America (São Paulo): typical 627 ms (p50 TTFB)Oct 19, 07:00 UTC Europe (Germany): typical 297 ms (p50 TTFB) US (Central): typical 431 ms (p50 TTFB) Asia (Tokyo): typical 248 ms (p50 TTFB) South America (São Paulo): typical 629 ms (p50 TTFB)Oct 19, 08:00 UTC Europe (Germany): typical 298 ms (p50 TTFB) US (Central): typical 438 ms (p50 TTFB) Asia (Tokyo): typical 246 ms (p50 TTFB) South America (São Paulo): typical 630 ms (p50 TTFB)Oct 19, 09:00 UTC Europe (Germany): typical 295 ms (p50 TTFB) US (Central): typical 424 ms (p50 TTFB) Asia (Tokyo): typical 248 ms (p50 TTFB) South America (São Paulo): typical 626 ms (p50 TTFB)Oct 19, 10:00 UTC Europe (Germany): typical 271 ms (p50 TTFB) US (Central): typical 431 ms (p50 TTFB) Asia (Tokyo): typical 248 ms (p50 TTFB) South America (São Paulo): typical 625 ms (p50 TTFB)Oct 19, 11:00 UTC Europe (Germany): typical 298 ms (p50 TTFB) US (Central): typical 418 ms (p50 TTFB) Asia (Tokyo): typical 248 ms (p50 TTFB) South America (São Paulo): typical 622 ms (p50 TTFB)Oct 19, 12:00 UTC Europe (Germany): typical 297 ms (p50 TTFB) US (Central): typical 427 ms (p50 TTFB) Asia (Tokyo): typical 247 ms (p50 TTFB) South America (São Paulo): typical 629 ms (p50 TTFB)Oct 19, 13:00 UTC Europe (Germany): typical 297 ms (p50 TTFB) US (Central): typical 431 ms (p50 TTFB) Asia (Tokyo): typical 248 ms (p50 TTFB) South America (São Paulo): typical 626 ms (p50 TTFB)Oct 19, 14:00 UTC Europe (Germany): typical 296 ms (p50 TTFB) US (Central): typical 432 ms (p50 TTFB) Asia (Tokyo): typical 247 ms (p50 TTFB) South America (São Paulo): typical 623 ms (p50 TTFB)Oct 19, 15:00 UTC Europe (Germany): typical 297 ms (p50 TTFB) US (Central): typical 428 ms (p50 TTFB) Asia (Tokyo): typical 246 ms (p50 TTFB) South America (São Paulo): typical 628 ms (p50 TTFB)Oct 19, 16:00 UTC Europe (Germany): typical 297 ms (p50 TTFB) US (Central): typical 484 ms (p50 TTFB) Asia (Tokyo): typical 246 ms (p50 TTFB) South America (São Paulo): typical 624 ms (p50 TTFB)Oct 19, 17:00 UTC Europe (Germany): typical 295 ms (p50 TTFB) US (Central): typical 498 ms (p50 TTFB) Asia (Tokyo): typical 247 ms (p50 TTFB) South America (São Paulo): typical 625 ms (p50 TTFB)Oct 19, 18:00 UTC Europe (Germany): typical 269 ms (p50 TTFB) US (Central): typical 503 ms (p50 TTFB) Asia (Tokyo): typical 247 ms (p50 TTFB) South America (São Paulo): typical 629 ms (p50 TTFB)Oct 19, 19:00 UTC Europe (Germany): typical 297 ms (p50 TTFB) US (Central): typical 487 ms (p50 TTFB) Asia (Tokyo): typical 248 ms (p50 TTFB) South America (São Paulo): typical 625 ms (p50 TTFB)Oct 19, 20:00 UTC Europe (Germany): typical 273 ms (p50 TTFB) US (Central): typical 499 ms (p50 TTFB) Asia (Tokyo): typical 247 ms (p50 TTFB) South America (São Paulo): typical 626 ms (p50 TTFB)Oct 19, 21:00 UTC Europe (Germany): typical 292 ms (p50 TTFB) US (Central): typical 497 ms (p50 TTFB) Asia (Tokyo): typical 249 ms (p50 TTFB) South America (São Paulo): typical 624 ms (p50 TTFB)Oct 19, 22:00 UTC Europe (Germany): typical 296 ms (p50 TTFB) US (Central): typical 498 ms (p50 TTFB) Asia (Tokyo): typical 248 ms (p50 TTFB) South America (São Paulo): typical 625 ms (p50 TTFB)Oct 19, 23:00 UTC Europe (Germany): typical 295 ms (p50 TTFB) US (Central): typical 488 ms (p50 TTFB) Asia (Tokyo): typical 247 ms (p50 TTFB) South America (São Paulo): typical 629 ms (p50 TTFB)Oct 20, 00:00 UTC Europe (Germany): typical 299 ms (p50 TTFB) US (Central): typical 501 ms (p50 TTFB) Asia (Tokyo): typical 247 ms (p50 TTFB) South America (São Paulo): typical 633 ms (p50 TTFB)Oct 20, 01:00 UTC Europe (Germany): typical 297 ms (p50 TTFB) US (Central): typical 498 ms (p50 TTFB) Asia (Tokyo): typical 248 ms (p50 TTFB) South America (São Paulo): typical 625 ms (p50 TTFB)Oct 20, 02:00 UTC Europe (Germany): typical 294 ms (p50 TTFB) US (Central): typical 510 ms (p50 TTFB) Asia (Tokyo): typical 248 ms (p50 TTFB) South America (São Paulo): typical 623 ms (p50 TTFB)Oct 20, 03:00 UTC Europe (Germany): typical 296 ms (p50 TTFB) US (Central): typical 500 ms (p50 TTFB) Asia (Tokyo): typical 250 ms (p50 TTFB) South America (São Paulo): typical 623 ms (p50 TTFB)Oct 20, 04:00 UTC Europe (Germany): typical 298 ms (p50 TTFB) US (Central): typical 510 ms (p50 TTFB) Asia (Tokyo): typical 249 ms (p50 TTFB) South America (São Paulo): typical 629 ms (p50 TTFB)Oct 20, 05:00 UTC Europe (Germany): typical 297 ms (p50 TTFB) US (Central): typical 500 ms (p50 TTFB) Asia (Tokyo): typical 253 ms (p50 TTFB) South America (São Paulo): typical 624 ms (p50 TTFB)Oct 20, 06:00 UTC Europe (Germany): typical 297 ms (p50 TTFB) US (Central): typical 508 ms (p50 TTFB) Asia (Tokyo): typical 252 ms (p50 TTFB) South America (São Paulo): typical 624 ms (p50 TTFB)Oct 20, 07:00 UTC Europe (Germany): typical 297 ms (p50 TTFB) US (Central): typical 495 ms (p50 TTFB) Asia (Tokyo): typical 252 ms (p50 TTFB) South America (São Paulo): typical 630 ms (p50 TTFB)Oct 20, 08:00 UTC Europe (Germany): typical 297 ms (p50 TTFB) US (Central): typical 500 ms (p50 TTFB) Asia (Tokyo): typical 253 ms (p50 TTFB) South America (São Paulo): typical 626 ms (p50 TTFB)Oct 20, 09:00 UTC Europe (Germany): typical 295 ms (p50 TTFB) US (Central): typical 500 ms (p50 TTFB) Asia (Tokyo): typical 253 ms (p50 TTFB) South America (São Paulo): typical 628 ms (p50 TTFB)Oct 20, 10:00 UTC Europe (Germany): typical 298 ms (p50 TTFB) US (Central): typical 501 ms (p50 TTFB) Asia (Tokyo): typical 251 ms (p50 TTFB) South America (São Paulo): typical 624 ms (p50 TTFB)Oct 20, 11:00 UTC Europe (Germany): typical 296 ms (p50 TTFB) US (Central): typical 503 ms (p50 TTFB) Asia (Tokyo): typical 250 ms (p50 TTFB) South America (São Paulo): typical 627 ms (p50 TTFB)Oct 20, 12:00 UTC Europe (Germany): typical 300 ms (p50 TTFB) US (Central): typical 495 ms (p50 TTFB) Asia (Tokyo): typical 252 ms (p50 TTFB) South America (São Paulo): typical 625 ms (p50 TTFB)Oct 20, 13:00 UTC Europe (Germany): typical 297 ms (p50 TTFB) US (Central): typical 506 ms (p50 TTFB) Asia (Tokyo): typical 251 ms (p50 TTFB) South America (São Paulo): typical 626 ms (p50 TTFB)Oct 20, 14:00 UTC Europe (Germany): typical 297 ms (p50 TTFB) US (Central): typical 507 ms (p50 TTFB) Asia (Tokyo): typical 252 ms (p50 TTFB) South America (São Paulo): typical 622 ms (p50 TTFB)Oct 20, 15:00 UTC Europe (Germany): typical 296 ms (p50 TTFB) US (Central): typical 504 ms (p50 TTFB) Asia (Tokyo): typical 251 ms (p50 TTFB) South America (São Paulo): typical 626 ms (p50 TTFB)Oct 20, 16:00 UTC Europe (Germany): typical 296 ms (p50 TTFB) US (Central): typical 502 ms (p50 TTFB) Asia (Tokyo): typical 250 ms (p50 TTFB) South America (São Paulo): typical 625 ms (p50 TTFB)Oct 20, 17:00 UTC Europe (Germany): typical 297 ms (p50 TTFB) US (Central): typical 502 ms (p50 TTFB) Asia (Tokyo): typical 255 ms (p50 TTFB) South America (São Paulo): typical 625 ms (p50 TTFB)Oct 20, 18:00 UTC Europe (Germany): typical 295 ms (p50 TTFB) US (Central): typical 502 ms (p50 TTFB) Asia (Tokyo): typical 254 ms (p50 TTFB) South America (São Paulo): typical 632 ms (p50 TTFB) · 1 of 12 probes failedOct 20, 19:00 UTC Europe (Germany): typical 292 ms (p50 TTFB) US (Central): typical 504 ms (p50 TTFB) Asia (Tokyo): typical 257 ms (p50 TTFB) South America (São Paulo): typical 623 ms (p50 TTFB)Oct 20, 20:00 UTC Europe (Germany): typical 296 ms (p50 TTFB) US (Central): typical 507 ms (p50 TTFB) Asia (Tokyo): typical 252 ms (p50 TTFB) South America (São Paulo): typical 626 ms (p50 TTFB)Oct 20, 21:00 UTC Europe (Germany): typical 295 ms (p50 TTFB) US (Central): typical 503 ms (p50 TTFB) Asia (Tokyo): typical 251 ms (p50 TTFB) South America (São Paulo): typical 627 ms (p50 TTFB)Oct 20, 22:00 UTC Europe (Germany): typical 296 ms (p50 TTFB) US (Central): typical 510 ms (p50 TTFB) Asia (Tokyo): typical 251 ms (p50 TTFB) South America (São Paulo): typical 632 ms (p50 TTFB)Oct 20, 23:00 UTC Europe (Germany): typical 294 ms (p50 TTFB) US (Central): typical 510 ms (p50 TTFB) Asia (Tokyo): typical 250 ms (p50 TTFB) South America (São Paulo): typical 641 ms (p50 TTFB)Oct 21, 00:00 UTC Europe (Germany): typical 268 ms (p50 TTFB) US (Central): typical 511 ms (p50 TTFB) Asia (Tokyo): typical 251 ms (p50 TTFB) South America (São Paulo): typical 628 ms (p50 TTFB)Oct 21, 01:00 UTC Europe (Germany): typical 299 ms (p50 TTFB) US (Central): typical 490 ms (p50 TTFB) Asia (Tokyo): typical 251 ms (p50 TTFB) South America (São Paulo): typical 623 ms (p50 TTFB)Oct 21, 02:00 UTC Europe (Germany): typical 296 ms (p50 TTFB) US (Central): typical 497 ms (p50 TTFB) Asia (Tokyo): typical 252 ms (p50 TTFB) South America (São Paulo): typical 623 ms (p50 TTFB)Oct 21, 03:00 UTC Europe (Germany): typical 297 ms (p50 TTFB) US (Central): typical 500 ms (p50 TTFB) Asia (Tokyo): typical 252 ms (p50 TTFB) South America (São Paulo): typical 630 ms (p50 TTFB)Oct 21, 04:00 UTC Europe (Germany): typical 295 ms (p50 TTFB) US (Central): typical 510 ms (p50 TTFB) Asia (Tokyo): typical 253 ms (p50 TTFB) South America (São Paulo): typical 625 ms (p50 TTFB)Oct 21, 05:00 UTC Europe (Germany): typical 296 ms (p50 TTFB) US (Central): typical 491 ms (p50 TTFB) Asia (Tokyo): typical 253 ms (p50 TTFB) South America (São Paulo): typical 630 ms (p50 TTFB)Oct 21, 06:00 UTC Europe (Germany): typical 299 ms (p50 TTFB) US (Central): typical 503 ms (p50 TTFB) Asia (Tokyo): typical 244 ms (p50 TTFB) South America (São Paulo): typical 626 ms (p50 TTFB)Oct 21, 07:00 UTC Europe (Germany): typical 294 ms (p50 TTFB) US (Central): typical 507 ms (p50 TTFB) Asia (Tokyo): typical 252 ms (p50 TTFB) South America (São Paulo): typical 628 ms (p50 TTFB)Oct 21, 08:00 UTC Europe (Germany): typical 271 ms (p50 TTFB) US (Central): typical 502 ms (p50 TTFB) Asia (Tokyo): typical 252 ms (p50 TTFB) South America (São Paulo): typical 633 ms (p50 TTFB)Oct 21, 09:00 UTC Europe (Germany): typical 296 ms (p50 TTFB) US (Central): typical 492 ms (p50 TTFB) Asia (Tokyo): typical 255 ms (p50 TTFB) South America (São Paulo): typical 629 ms (p50 TTFB)Oct 21, 10:00 UTC Europe (Germany): typical 267 ms (p50 TTFB) US (Central): typical 484 ms (p50 TTFB) Asia (Tokyo): typical 254 ms (p50 TTFB) South America (São Paulo): typical 626 ms (p50 TTFB)Oct 21, 11:00 UTC Europe (Germany): typical 297 ms (p50 TTFB) US (Central): typical 507 ms (p50 TTFB) Asia (Tokyo): typical 253 ms (p50 TTFB) South America (São Paulo): typical 630 ms (p50 TTFB)Oct 21, 12:00 UTC Europe (Germany): typical 295 ms (p50 TTFB) US (Central): typical 494 ms (p50 TTFB) Asia (Tokyo): typical 254 ms (p50 TTFB) South America (São Paulo): typical 624 ms (p50 TTFB)Oct 21, 13:00 UTC Europe (Germany): typical 296 ms (p50 TTFB) US (Central): typical 490 ms (p50 TTFB) Asia (Tokyo): typical 253 ms (p50 TTFB) South America (São Paulo): typical 624 ms (p50 TTFB)Oct 21, 14:00 UTC Europe (Germany): typical 298 ms (p50 TTFB) US (Central): typical 504 ms (p50 TTFB) Asia (Tokyo): typical 254 ms (p50 TTFB) South America (São Paulo): typical 626 ms (p50 TTFB)Oct 21, 15:00 UTC Europe (Germany): typical 278 ms (p50 TTFB) US (Central): typical 504 ms (p50 TTFB) Asia (Tokyo): typical 253 ms (p50 TTFB) South America (São Paulo): typical 627 ms (p50 TTFB)Oct 21, 16:00 UTC Europe (Germany): typical 298 ms (p50 TTFB) US (Central): typical 501 ms (p50 TTFB) Asia (Tokyo): typical 254 ms (p50 TTFB) South America (São Paulo): typical 626 ms (p50 TTFB)Oct 21, 17:00 UTC Europe (Germany): typical 296 ms (p50 TTFB) US (Central): typical 511 ms (p50 TTFB) Asia (Tokyo): typical 253 ms (p50 TTFB) South America (São Paulo): typical 628 ms (p50 TTFB) · 1 of 12 probes failedOct 21, 18:00 UTC Europe (Germany): typical 296 ms (p50 TTFB) US (Central): typical 498 ms (p50 TTFB) Asia (Tokyo): typical 252 ms (p50 TTFB) South America (São Paulo): typical 626 ms (p50 TTFB)Oct 21, 19:00 UTC Europe (Germany): typical 296 ms (p50 TTFB) US (Central): typical 506 ms (p50 TTFB) Asia (Tokyo): typical 252 ms (p50 TTFB) South America (São Paulo): typical 623 ms (p50 TTFB) · 2 of 12 probes failedOct 21, 20:00 UTC Europe (Germany): typical 297 ms (p50 TTFB) US (Central): typical 485 ms (p50 TTFB) Asia (Tokyo): typical 254 ms (p50 TTFB) South America (São Paulo): typical 631 ms (p50 TTFB)8000Oct 18, 21:00 – Oct 21, 20:00 UTC: all 858 probes succeeded8000Oct 18, 21:00 – Oct 21, 20:00 UTC: all 856 probes succeeded8000Oct 18, 21:00 – Oct 21, 20:00 UTC: all 856 probes succeeded8000Oct 18, 21:00 – Oct 20, 17:00 UTC: all 540 probes succeededOct 20, 18:00 UTC: 1 of 12 probes failed — timeoutOct 20, 19:00 – Oct 21, 16:00 UTC: all 265 probes succeededOct 21, 17:00 UTC: 1 of 12 probes failed — timeoutOct 21, 18:00 UTC: all 12 probes succeededOct 21, 19:00 UTC: 2 of 12 probes failed — timeoutOct 21, 20:00 UTC: all 3 probes succeeded
Europe (Germany)latest 297 · median 296 msUS (Central)latest 485 · median 498 msAsia (Tokyo)latest 254 · median 251 msSouth America (São Paulo)latest 631 · median 626 ms
Probe counts by region
Europe (Germany): 0 failed / 858 endpoint probesUS (Central): 0 failed / 856 endpoint probesAsia (Tokyo): 0 failed / 856 endpoint probesSouth America (São Paulo): 4 failed / 856 endpoint probes
Chart details

The strip shows endpoint probe outcomes, not model-request success. Adjacent hours with all successes or no data are joined. Hover an hour for its recorded values.

Latest is the most recent hourly p50 with data. Median is the median of hourly p50 values over these 72 hours. The “slower than usual” label means latest is at least 25% above that median; it is a relative change, not a fixed speed rating.

How fast is the sarvam API from each region?

Endpoint response (TTFB) · last 24 hours · milliseconds (ms) · lower is faster.

How to read these metrics
Endpoint response (TTFB)Network connection and the first response byte, without model inference.
Typical · p5050% of successful timed samples finish within this time.
Slower · p9595% of successful timed samples finish within this time.
RegionTypical (p50 TTFB)Slower (p95)Uptime
Asia (Tokyo)252 ms258 ms100%
Europe (Germany)295 ms308 ms100%
South America (São Paulo)626 ms659 ms99.0%
US (Central)499 ms525 ms100%

Measured from Asia (Tokyo), sarvam responds in 252 ms; from South America (São Paulo) the same API takes 626 ms — 2.5× longer for an identical request. That difference is the network path, not the model, and it applies to every call you make.

What is actually being measured here?

A probe in each region opens a real connection to sarvam’s own API host every five minutes and times DNS resolution, the TCP handshake, the TLS handshake and the first byte of the response. Nothing is routed through a gateway or aggregator, so these figures describe sarvam’s infrastructure rather than a reseller’s. Uptime counts a probe as failed only when the service genuinely fails — a 401 from an unauthenticated probe means the endpoint answered correctly and is counted as up.

What this page does not tell you

These are edge latency numbers: the time before the model begins generating. They say nothing about answer quality, throughput, price, or how long a full completion takes — those depend on the model you call. Edge latency matters because it is unavoidable: it is paid on every request, before a single token exists, and no prompt engineering removes it. Where an API key is available, inference time-to-first-token is measured separately and shown on the region pages with the model named next to the figure. Likewise, an unauthenticated probe cannot see errors that hit only some models or some accounts — the kind a status page usually reports — which is why sarvam’s own reports are shown next to the measurements rather than folded into them.