The reputation index for AI infrastructure Vol. I · No. 1 · 10 July 2026

DatumIndex

Sine ira et studio — the record, without favour

Provider Dossier · GPU Cloud

Nebius AI Studio

EU-hosted inference with a full GPU cloud behind it.

The Datum Index verdict

Sound, with caveats

Ranked No. 17 of 20 in our composite reputation index, and currently improving.

79 / 100

≈ 4.0 / 5 aggregate · 170 reviewer notes

Composite index · reviewed 10 July 2026

Findings

  1. Nebius AI Studio holds a Datum Index composite reputation of 79 / 100 (≈ 4.0 / 5), ranked No. 17 of 20.
  2. It is a gpu cloud based in Amsterdam, Netherlands, founded 2024, offering open-weight model access.
  3. Its flagship offering is Open models on EU infrastructure, exposed through an OpenAI-compatible API.
  4. Indicative pricing is $0.40 / 1M tokens in / $0.60 / 1M tokens out (medium confidence).
  5. Reference throughput is ~198 tok/s with ~1130 ms time-to-first-token; stated uptime is 99.5%.
Figure · Dossier No. 17 Standing relative to the field
  • Nebius AI Studio 79
  • Field mean (20 providers) 83
  • Index leader (OpenAI) 91
Composite index (0–100), ranked No. 17 of 20. Source: Datum Index, reviewed 10 July 2026. Editorial composite — indicative, not a measured benchmark.

Nebius AI Studio enters our index at No. 17, a placement that reads as sound, with caveats. The composite rests on 170 reviewer notes gathered across the public record, and it is best understood not as a score out of ten but as a standing among peers. The trend line is pointed upward: reviewer sentiment has strengthened over recent quarters.

In its favour

EU-hosted inference with a full GPU cloud behind it.

On the numbers that flatter it: open-weight access, 2 named compliance attestations, and a reference throughput of ~198 tokens per second.

Points of concern

Newer entrant still building its reputation.

The caveat a buyer should price in before committing production traffic. As with every entry, we weigh it against the field rather than against perfection.

Incident & Uptime Note

The record of being there

Nebius AI Studio states an availability of 99.5%. Held over a full year, that headline implies on the order of 43.8 hours of cumulative unavailability — a useful sense of scale, though real incidents cluster rather than spread evenly, and a single bad afternoon can outweigh a quiet quarter.

Observatory Panel

Latency & throughput, in distribution

Monthly panels across the models Nebius AI Studio serves medium

GLM 5.2 (FP4)

Window TTFT ms — mean · p50 · p90 Throughput tok/s — mean · p50 · p90
May 2026 ~1320 ~1170 ~2110 ~180 ~191 ~213
June 2026 ~1330 ~1140 ~2190 ~191 ~197 ~219
July 2026 ~1260 ~1180 ~2290 ~179 ~190 ~208

Kimi K3

Window TTFT ms — mean · p50 · p90 Throughput tok/s — mean · p50 · p90
May 2026 ~2080 ~1810 ~2840 ~115 ~123 ~143
June 2026 ~2290 ~1990 ~3600 ~106 ~112 ~127
July 2026 ~2080 ~1840 ~3210 ~114 ~121 ~130

Llama 3.3 70B Base

Window TTFT ms — mean · p50 · p90 Throughput tok/s — mean · p50 · p90
May 2026 ~7020 ~6590 ~13010 ~11 ~12 ~14
June 2026 ~7120 ~6230 ~10020 ~12 ~13 ~14
July 2026 ~7210 ~6370 ~11260 ~12 ~12 ~13

All figures are single-stream, per-request rates as one user would see them — never aggregate accelerator throughput. Serving modes are not comparable with one another: shared serverless APIs batch many tenants per accelerator, dedicated and self-served deployments hand one tenant the whole card, and specialist silicon is a regime of its own. Read each figure within its mode.

No field returns on record for Nebius AI Studio yet — the ledger above opens as soon as the first practitioner submission clears verification.

Key Facts

The record, in brief

CategoryGPU Cloud
HeadquartersAmsterdam, Netherlands
Founded2024
Model accessOpen-weight
Flagship / referenceOpen models on EU infrastructure · Llama 3.3 70B
OpenAI-compatible APIYes
Indicative price (in / out) $0.40 / 1M tokens / $0.60 / 1M tokens medium
Reference throughput~198 tok/s
Reference TTFT~1130 ms
Stated uptime99.5%
ComplianceISO 27001 · GDPR
Composite reputation 79 / 100 · ≈ 4.0 / 5 · 170 notes

Reviewer Notes

What the field says

The 170 notes behind Nebius AI Studio's standing are drawn from the accumulated public verdict of practitioners — the recurring praises and the recurring gripes — rather than from any single survey. Two themes dominate. Admirers return to one point above all: EU-hosted inference with a full GPU cloud behind it. Detractors return to another: Newer entrant still building its reputation.

We publish neither individual reviews nor reviewer identities; the composite is an editorial synthesis, and the reviewer-note count is an order-of-magnitude indication of how much public signal informs it.

Cross-references

Related dossiers · see also

Peer entries in the same or adjacent category, for comparison against Nebius AI Studio's standing.

Back to the Reputation Index Read §01 — The Landscape