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

DatumIndex

Sine ira et studio — the record, without favour

Provider Dossier · Aggregator

Novita AI

Low prices and a broad multimodal catalog.

The Datum Index verdict

Sound, with caveats

Ranked No. 19 of 20 in our composite reputation index, and currently improving.

77 / 100

≈ 3.9 / 5 aggregate · 210 reviewer notes

Composite index · reviewed 10 July 2026

Findings

  1. Novita AI holds a Datum Index composite reputation of 77 / 100 (≈ 3.9 / 5), ranked No. 19 of 20.
  2. It is a aggregator based in Singapore, founded 2023, offering open-weight model access.
  3. Its flagship offering is Pay-per-token open models, exposed through an OpenAI-compatible API.
  4. Indicative pricing is $0.30 / 1M tokens in / $0.40 / 1M tokens out (medium confidence).
  5. Reference throughput is ~41 tok/s with ~2400 ms time-to-first-token; stated uptime is 99.4%.
Figure · Dossier No. 19 Standing relative to the field
  • Novita AI 77
  • Field mean (20 providers) 83
  • Index leader (OpenAI) 91
Composite index (0–100), ranked No. 19 of 20. Source: Datum Index, reviewed 10 July 2026. Editorial composite — indicative, not a measured benchmark.

Novita AI enters our index at No. 19, a placement that reads as sound, with caveats. The composite rests on 210 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

Low prices and a broad multimodal catalog.

On the numbers that flatter it: open-weight access, 1 named compliance attestation, and a reference throughput of ~41 tokens per second.

Points of concern

Less enterprise track record than US incumbents.

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

Novita AI states an availability of 99.4%. Held over a full year, that headline implies on the order of 52.6 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 Novita AI serves medium

GLM 5.2 (FP8)

Window TTFT ms — mean · p50 · p90 Throughput tok/s — mean · p50 · p90
May 2026 ~2530 ~2360 ~4860 ~39 ~42 ~49
June 2026 ~2700 ~2320 ~5030 ~41 ~42 ~49
July 2026 ~2630 ~2360 ~4270 ~40 ~42 ~50

Llama 3.1 8B

Window TTFT ms — mean · p50 · p90 Throughput tok/s — mean · p50 · p90
May 2026 ~860 ~800 ~1340 ~122 ~127 ~139
June 2026 ~930 ~790 ~1590 ~126 ~129 ~147
July 2026 ~960 ~860 ~1710 ~112 ~119 ~133

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 Novita AI yet — the ledger above opens as soon as the first practitioner submission clears verification.

Key Facts

The record, in brief

CategoryAggregator
HeadquartersSingapore
Founded2023
Model accessOpen-weight
Flagship / referencePay-per-token open models · Llama 3.3 70B
OpenAI-compatible APIYes
Indicative price (in / out) $0.30 / 1M tokens / $0.40 / 1M tokens medium
Reference throughput~41 tok/s
Reference TTFT~2400 ms
Stated uptime99.4%
ComplianceGDPR
Composite reputation 77 / 100 · ≈ 3.9 / 5 · 210 notes

Reviewer Notes

What the field says

The 210 notes behind Novita AI'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: Low prices and a broad multimodal catalog. Detractors return to another: Less enterprise track record than US incumbents.

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 Novita AI's standing.

Back to the Reputation Index Read §01 — The Landscape