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

DatumIndex

Sine ira et studio — the record, without favour

Provider Dossier · Subscription (flat-rate)

cheapestinference

Flat-rate subscription pricing that decouples cost from token volume.

The Datum Index verdict

Recommended with confidence

Ranked No. 11 of 20 in our composite reputation index, and currently improving.

83 / 100

≈ 4.2 / 5 aggregate · 96 reviewer notes

Composite index · reviewed 10 July 2026

Findings

  1. cheapestinference holds a Datum Index composite reputation of 83 / 100 (≈ 4.2 / 5), ranked No. 11 of 20.
  2. It is a subscription (flat-rate) based in United States, founded 2025, offering open-weight model access.
  3. Its flagship offering is Flat-rate open-model access, exposed through an OpenAI-compatible API.
  4. Indicative pricing is $0.25 / 1M tokens in / $0.35 / 1M tokens out (seed confidence).
  5. Reference throughput is ~120 tok/s with ~340 ms time-to-first-token; stated uptime is 99.5%.
Figure · Dossier No. 11 Standing relative to the field
  • cheapestinference 83
  • Field mean (20 providers) 83
  • Index leader (OpenAI) 91
Composite index (0–100), ranked No. 11 of 20. Source: Datum Index, reviewed 10 July 2026. Editorial composite — indicative, not a measured benchmark.

cheapestinference enters our index at No. 11, a placement that reads as recommended with confidence. The composite rests on 96 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.

Read what follows as an editorial assessment rather than a datasheet. Where a figure below carries a seed mark, treat it as an illustration of the shape of the offering, not a quotable fact.

In its favour

Flat-rate subscription pricing that decouples cost from token volume.

On the numbers that flatter it: open-weight access, 1 named compliance attestation, and a reference throughput of ~120 tokens per second.

Points of concern

Newest entrant with the shortest public track record.

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

cheapestinference 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.

Datum Index does not operate first-party probes. Uptime here is drawn from the provider's own status disclosures and the public incident record; it is a reputation input, not an SLA. Where a provider publishes a status page, we recommend watching it directly before committing critical traffic.

Key Facts

The record, in brief

CategorySubscription (flat-rate)
HeadquartersUnited States
Founded2025
Model accessOpen-weight
Flagship / referenceFlat-rate open-model access · Llama 3.3 70B
OpenAI-compatible APIYes
Indicative price (in / out) $0.25 / 1M tokens / $0.35 / 1M tokens seed
Reference throughput~120 tok/s
Reference TTFT~340 ms
Stated uptime99.5%
ComplianceGDPR
Composite reputation 83 / 100 · ≈ 4.2 / 5 · 96 notes

Reviewer Notes

What the field says

The 96 notes behind cheapestinference'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: Flat-rate subscription pricing that decouples cost from token volume. Detractors return to another: Newest entrant with the shortest public track record.

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 cheapestinference's standing.

Back to the Reputation Index Read §01 — The Landscape