Artificial Analysis
Model comparisons
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- View the provider's current model evaluations, performance and pricing comparisons.
Cohere vs world
Cohere vs. the world
Explore Canada's main frontier-model company alongside the big global AI labs. Read independent model scores at their source, then use the research, financing and Canadian context below to put them in perspective.
Independent scores
Find model benchmarks
These links open Artificial Analysis. AI Canada Pulse does not fetch or host its model scores. Read each evaluation's scope and date before comparing models.
Artificial Analysis
Evaluation methodology
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- Read what the provider measures and how its intelligence evaluations work.
Frontier pace
How fast one frontier benchmark moves
Model rankings age quickly because the frontier itself moves. METR estimates the human-expert task duration that a model can complete with 50% predicted success, and how quickly that horizon doubles.
Live METR TH1.1Checked October 12, 2026
Official METR TH1.1 file checked October 12, 2026.
METR warns that measurements above 16 hours are unreliable with the current task suite. The benchmark is concentrated in software engineering, machine learning, and cybersecurity tasks; it does not represent all intellectual work or jobs.
Frontier benchmark context
- Capability doubling time
- 129 daysEstimated doubling time for the 50% task-time horizon since 2023
- Latest model tracked
- Claude Mythos Preview Early50% time horizon ~ 17 h (released 2026-04-07)
- Models benchmarked
- 26METR time-horizon suite, GPT-2 era to today
Recent frontier models and their task horizons
Bar lengths use a log scale because horizons span orders of magnitude. Labels show the true 50% time horizon.
Financing scale
Cohere's capital scale in Canadian dollars
This section compares disclosed frontier-lab capital signals in Canadian dollars. It separates closed private rounds, committed capital, structured commitments, public support, and public-company capex so the comparison stays honest.
Recent Cohere Series D financing, converted from US$600M.
EUR500M Schwarz Group commitment for Cohere's upcoming Series E; separate from closed private rounds.
C$725M domestic compute project; not included in the private-financing table.
Capital scale graphic
Canadian-dollar capital signals, log scale
The bars use a log scale so Cohere remains visible beside hundred-billion-dollar peers. Amounts use Canadian dollars, and each multiple is measured against Cohere's C$835M closed round.
| Company / lab | Capital signal in CAD | Recent valuation in CAD | Scale vs Cohere | Type / update state | Sources |
|---|---|---|---|---|---|
| Cohere | C$835MUS$600M closed Series D financing: US$500M announced Aug. 2025 plus US$100M second close in Sept. 2025. | C$9.5BUS$6.8B valuation disclosed with the Aug. 2025 round. | Baseline | Closed private financingCited source Canadian-dollar benchmark for the table. Excludes public compute support and structured/upcoming financing. | Source linksCohere Aug.Cohere Sept.BoC FX |
| Cohere / Aleph Alpha / Schwarz Group | C$804MEUR500M structured financing commitment for Cohere's upcoming Series E. | Not disclosedNo valuation disclosed in the announcement. | Separate lane | Structured / upcoming commitmentCited source Shown for context, but not counted as a closed private round or added to Cohere's benchmark. | Source linksCohere / SchwarzBoC FX |
| OpenAI | C$170BUS$122B committed capital announced Mar. 31, 2026. | C$1.19TUS$852B post-money valuation. | ~203x | Committed capitalCited source Committed capital scale; not comparable to public grants, procurement, or cloud-credit support. | Source linksOpenAI Mar.BoC FX |
| Anthropic | C$90.5BUS$65B Series H announced May 28, 2026. | C$1.34TUS$965B post-money valuation. | ~108x | Closed private financingCited source Closed private financing comparison against Cohere's C$835M recent round benchmark. | Source linksAnthropic HBoC FX |
| xAI | C$27.8BUS$20B Series E announced Jan. 6, 2026. | Not disclosedNo source-supported recent valuation is wired for this row. | ~33x | Closed private financingCited source Series E financing is the scale comparison. No recent valuation is shown unless a cited source discloses it. | Source linksxAI Series EBoC FX |
| Meta | C$174B-C$202BUS$125B-US$145B 2026 capital expenditure guidance, including finance leases. | C$2.12TApprox. US$1.52T public market capitalization snapshot as of June 7, 2026. | ~209-242x | Public-company capexMarket data + reviewed filing Meta is not a private financing round. It is included as a frontier-model peer with a public-company infrastructure spending signal. |
Closed private financingBaseline
Cohere
- Capital signal
- C$835M
- US$600M closed Series D financing: US$500M announced Aug. 2025 plus US$100M second close in Sept. 2025.
- Recent valuation
- C$9.5B
- US$6.8B valuation disclosed with the Aug. 2025 round.
Canadian-dollar benchmark for the table. Excludes public compute support and structured/upcoming financing.
Structured / upcoming commitmentSeparate lane
Cohere / Aleph Alpha / Schwarz Group
- Capital signal
- C$804M
- EUR500M structured financing commitment for Cohere's upcoming Series E.
- Recent valuation
- Not disclosed
- No valuation disclosed in the announcement.
Shown for context, but not counted as a closed private round or added to Cohere's benchmark.
SourcesCohere / SchwarzBoC FX
Committed capital~203x
OpenAI
- Capital signal
- C$170B
- US$122B committed capital announced Mar. 31, 2026.
- Recent valuation
- C$1.19T
- US$852B post-money valuation.
Committed capital scale; not comparable to public grants, procurement, or cloud-credit support.
SourcesOpenAI Mar.BoC FX
Closed private financing~108x
Anthropic
- Capital signal
- C$90.5B
- US$65B Series H announced May 28, 2026.
- Recent valuation
- C$1.34T
- US$965B post-money valuation.
Closed private financing comparison against Cohere's C$835M recent round benchmark.
SourcesAnthropic HBoC FX
Closed private financing~33x
xAI
- Capital signal
- C$27.8B
- US$20B Series E announced Jan. 6, 2026.
- Recent valuation
- Not disclosed
- No source-supported recent valuation is wired for this row.
Series E financing is the scale comparison. No recent valuation is shown unless a cited source discloses it.
SourcesxAI Series EBoC FX
Public-company capex~209-242x
Meta
- Capital signal
- C$174B-C$202B
- US$125B-US$145B 2026 capital expenditure guidance, including finance leases.
- Recent valuation
- C$2.12T
- Approx. US$1.52T public market capitalization snapshot as of June 7, 2026.
Meta is not a private financing round. It is included as a frontier-model peer with a public-company infrastructure spending signal.
Update and conversion basis
Financing scale is not model quality. Values are converted to Canadian dollars using Bank of Canada daily averages from June 5, 2026: USD/CAD 1.3924 and EUR/CAD 1.6082. Public compute and infrastructure support is relevant Canadian context, but it is not included in Cohere's private-financing benchmark.
Last updated: September 25, 2026Follow the links above to read current model scores on Artificial Analysis.
Financing events are hard to compare because labs disclose rounds, commitments, and market data in different formats.
Monitor Cohere, OpenAI, Anthropic, xAI, Meta investor releases, and Bank of Canada FX for new source-backed updates.
Sources
Financing sources
10 announcements, filings and exchange-rate tables behind the figures above.
Sources
Financing sources
10 announcements, filings and exchange-rate tables behind the figures above.
Cohere Aug.Cohere Secures Over $500M in Oversubscribed Funding RoundCohere Sept.Cohere Announces Additional $100M FundingCohere / SchwarzCohere, Aleph Alpha, and Schwarz Group announce strategic partnershipISED computeGovernment of Canada finalizes investment to support Canadian-Born AI leader, CohereOpenAI Mar.Accelerating the next phase of OpenAI and Microsoft partnershipAnthropic HAnthropic raises Series H financingxAI Series ExAI announces Series E financingMeta Q1Meta reports first quarter 2026 resultsMeta capMeta Platforms market data snapshotBoC FXBank of Canada daily average exchange rates
Canada lens
Why Cohere matters even when it is not first on every benchmark
Raw frontier scores matter, but they are not the whole policy story. For Canada, Cohere is a signal of domestic model-company capacity, enterprise deployment know-how, multilingual AI work, and a possible sovereign or private deployment path for institutions that cannot treat model choice as a generic consumer-app decision.
Read as
- Benchmark rank is a capability signal, not a national score.
- Domestic model-building capacity is the strategic question.
- Enterprise and sovereign deployment options change the comparison.
Search, RAG, and controlled deployment
Cohere's official model pages emphasize enterprise agents, retrieval, embedding, reranking, multilingual support, and private deployment patterns.
Canadian model-company capacity
The Canada signal is not simply whether Cohere tops GPT, Claude, Gemini, Grok, or Llama on one index. It is whether Canada retains credible model-building capacity.
North Mini Code
Cohere's North Mini Code adds developer tooling and sovereign deployment context: Apache 2.0, 30B total parameters, 3B active, and positioned for code-generation and agentic software work.
This is product-news context, not independent benchmark evidence. Read Cohere's launch note.
Benchmarks need source labels
LMArena-style rankings, Artificial Analysis metrics, vendor claims, and user preference data answer different questions and should not be averaged into one national score.
Methodology
How to read this page
Model-score links lead to Artificial Analysis; they are outbound references, not a data integration. METR research provides the separate frontier-pace section. Official Cohere documentation supplies model-family context, and the financing section cites announcements, filings and exchange-rate sources.
Compare sources carefully
Different evaluations measure different tasks. Follow the provider's methodology rather than treating benchmark scores, funding or national capacity as interchangeable measures.
Cohere context
Official Cohere sources, listed below, are used to identify model-family context. They are not used to invent missing benchmark values or ranks.
Cohere
Cohere models overview
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- Vendor model documentation
- Limit
- Vendor descriptions are context, not independent benchmark evidence.
Cohere
Cohere model documentation
- Use for
- Vendor technical documentation
- Limit
- Use alongside independent benchmarks before drawing performance conclusions.
Cohere
Cohere North Mini Code launch
- Use for
- Product launch context
- Limit
- Vendor launch information is not independent benchmark evidence or proof of adoption.
LMArena
Arena leaderboard policy
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- Leaderboard methodology
- Limit
- Arena rankings answer a community preference question, not every enterprise or public-interest use case.