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

DatumIndex

Sine ira et studio — the record, without favour

Provider Dossier · Frontier Lab

Anthropic

Long-context reasoning, strong safety posture and enterprise trust.

The Datum Index verdict

Benchmark of the field

Ranked No. 2 of 20 in our composite reputation index, and currently improving.

90 / 100

≈ 4.5 / 5 aggregate · 1,105 reviewer notes

Composite index · reviewed 10 July 2026

Findings

  1. Anthropic holds a Datum Index composite reputation of 90 / 100 (≈ 4.5 / 5), ranked No. 2 of 20.
  2. It is a frontier lab based in San Francisco, USA, founded 2021, offering proprietary model access.
  3. Its flagship offering is Claude family, through its own API.
  4. Indicative pricing is $3.00 / 1M tokens in / $15.00 / 1M tokens out (medium confidence).
  5. Reference throughput is ~78 tok/s with ~520 ms time-to-first-token; stated uptime is 99.8%.
Figure · Dossier No. 2 Standing relative to the field
  • Anthropic 90
  • Field mean (20 providers) 83
  • Index leader (OpenAI) 91
Composite index (0–100), ranked No. 2 of 20. Source: Datum Index, reviewed 10 July 2026. Editorial composite — indicative, not a measured benchmark.

Anthropic enters our index at No. 2, a placement that reads as benchmark of the field. The composite rests on 1,105 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

Long-context reasoning, strong safety posture and enterprise trust.

On the numbers that flatter it: proprietary access, 3 named compliance attestations, and a reference throughput of ~78 tokens per second.

Points of concern

Own API dialect; no open-weight self-hosting path.

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

Anthropic states an availability of 99.8%. Held over a full year, that headline implies on the order of 17.5 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

CategoryFrontier Lab
HeadquartersSan Francisco, USA
Founded2021
Model accessProprietary
Flagship / referenceClaude family
OpenAI-compatible APINo
Indicative price (in / out) $3.00 / 1M tokens / $15.00 / 1M tokens medium
Reference throughput~78 tok/s
Reference TTFT~520 ms
Stated uptime99.8%
ComplianceSOC 2 Type II · GDPR · HIPAA
Composite reputation 90 / 100 · ≈ 4.5 / 5 · 1,105 notes

Reviewer Notes

What the field says

The 1,105 notes behind Anthropic'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: Long-context reasoning, strong safety posture and enterprise trust. Detractors return to another: Own API dialect; no open-weight self-hosting path.

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 Anthropic's standing.

Back to the Reputation Index Read §01 — The Landscape