Is it winning?
Yes
Assessed capability across ten dimensions · 69.9
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Wednesday, 7 October 2026
Category shaper with strong model cadence and fast enterprise API expansion.
Yes
Assessed capability across ten dimensions · 69.9
Yes
Customer, developer and employee reputation · 80.3
Mixed
What the company discloses about its finances · 60.0
Analyst interpretationWinning, but buyers should separate model capability from enterprise operating control.
| Capability | maturityScore | status | evidenceGrade | lastVerified |
|---|---|---|---|---|
| agents | 88 | verified | E4 | 2026-05-07 |
| deployment_options | 88 | verified | E4 | 2026-05-07 |
| portability | 57.9 | verified | E4 | 2026-08-28 |
| enterprise_assistant | 67.3 | verified | E3 | 2026-07-30 |
| governance | 59.4 | verified | E5 | 2026-08-28 |
| security | 60.5 | verified | E5 | 2026-08-28 |
| rag | 83 | tested | E3 | 2026-05-07 |
| models | 60.9 | verified | E5 | 2026-07-06 |
| cost_controls | 67.6 | verified | E3 | 2026-08-28 |
| integrations | 66.6 | verified | E3 | 2026-08-28 |
| Capability | maturityScore | status | evidenceGrade | Notes |
|---|---|---|---|---|
| Frontier / proprietary models | 92 | verified | E5 | Frontier reasoning + multimodal |
| Enterprise assistant | 76 | documented | E3 | ChatGPT Enterprise + Team |
| RAG / enterprise knowledge | 70 | documented | E3 | Assistants API file search + connectors |
| Agent platform + tool-use | 84 | tested | E4 | Responses API + computer-use beta |
| Governance + audit | 70 | documented | E3 | Audit logs + DPA, governance product narrative still light |
| Security + threat resilience | 74 | documented | E3 | SOC 2 Type II + pen-test summaries |
| Connectors + integrations | 76 | documented | E3 | Microsoft + Snowflake + Databricks integrations |
| Cost / FinOps controls | 60 | documented | E2 | Usage tiers + admin spend caps; volatility on heavy reasoning |
| Deployment options | 70 | documented | E3 | SaaS + VPC via Azure OpenAI |
| Model + data portability | 60 | documented | E2 | Standard API; embeddings exportable |
Multi-stage strategic investment + Azure OpenAI compute + M365 Copilot, GitHub Copilot, and Copilot Studio all consume GPT models.
OpenAI is among NVIDIA's largest GPU customers; multi-year compute supply relationship.
CoreWeave signed an $11.9B multi-year compute agreement with OpenAI in March 2025, one of the largest GPU-cloud deals on record.
Oracle is a Stargate JV partner (with OpenAI + SoftBank); OCI provides data-centre capacity.
OpenAI's GPU fleet (NVIDIA H100/B200) is fabricated by TSMC, the AI-compute bottleneck for OpenAI runs through TSMC's leading-edge N4/N3 process nodes.
OpenAI has been publicly named in Cerebras' aspirational customer list; relationship not formally confirmed.
| Model | modelFamily | modelCategory | availabilityStage | ownershipType | dataStatus | Source |
|---|---|---|---|---|---|---|
| GPT-5.4 | GPT | multimodal | ga | first_party | seed · E2 | platform.openai.com |
| GPT-5.4 mini | GPT | llm_text | ga | first_party | seed · E2 | platform.openai.com |
| GPT-5.4 nano | GPT | llm_text | ga | first_party | seed · E2 | platform.openai.com |
| GPT-5.5 | GPT | multimodal | ga | first_party | seed · E2 | platform.openai.com |
| o4 reasoning series | o-series | reasoning | ga | first_party | seed · E2 | platform.openai.com |
| Configured LLMs (OpenAI, Google, Anthropic, AWS, Meta) hosted by Glean | Multi-provider | llm_text | ga | hosted_third_party | seed · E2 | docs.glean.com |
| OpenAI GPT (Azure AI Foundry) hosted by Microsoft | GPT | multimodal | ga | hosted_third_party | seed · E2 | learn.microsoft.com |
| Supported provider models (OpenAI, Anthropic, Google) hosted by Salesforce | Multi-provider | llm_text | ga | hosted_third_party | seed · E2 | developer.salesforce.com |
| Third-party LLMs via Now LLM Service hosted by ServiceNow | Multi-provider | llm_text | ga | hosted_third_party | seed · E2 | www.servicenow.com |
github.com/openai · reddit.com/r/OpenAI · news.ycombinator.com
glassdoor.com/Overview/Working-at-OpenAI · linkedin.com/company/openai
status.openai.com · g2.com/products/openai · trustradius.com