OpenAI
OpenAI is an artificial intelligence research organization and Delaware Public Benefit Corporation, controlled by the OpenAI Nonprofit, founded on December 11, 2015. It released GPT-4o on May 13, 2024, the o3 reasoning model on December 20, 2024, and the o3-mini variant on January 31, 2025. As of February 12, 2025, the company disclosed ChatGPT had reached 400 million weekly active users, up from 300 million reported on December 4, 2024. Microsoft’s total investment stood at $13.75 billion as of January 2025, alongside funding from Thrive Capital, Tiger Global, and a16z. The board, reconstituted after Sam Altman’s removal on November 17, 2023, and reinstatement on November 21, 2023, includes Bret Taylor, Larry Summers, and Adam D’Angelo. On December 26, 2024, OpenAI announced plans to convert to a public benefit corporation, a restructuring contested in Musk v. Altman et al., filed in the U.S. District Court for the Northern District of California on February 29, 2024. OpenAI matters now because its rapid user scaling and unresolved corporate governance dispute are shaping regulatory and legal frameworks for frontier AI development.
OpenAI is shipping at breakneck speed—GPT-5.6 Sol and Luna, o3-mini, and the Stargate Abilene product all landed recently, alongside new research in MRC and selective persistence. Yet the graph reveals a company under two-front pressure: it directly competes with Anthropic and Hugging Face, and its Azure OpenAI Service dependency on Microsoft remains a structural risk. OpenAI also endorsed and uses the Model Context Protocol, a technology it did not create, signaling a bet on interoperability over proprietary lock-in. The slate of new products—Codex Agents, Daybreak, Codex Security—suggests OpenAI is pivoting hard toward agentic workflows and enterprise security. But with 61 mentions in the last 30 days, the narrative is as much about volume as velocity.
- ·GPT-5.6 Sol and Luna represent two distinct model variants shipped in rapid succession
- ·Stargate Abilene and Codex Agents signal an aggressive push into agentic products
- ·Competes with both Anthropic (direct rival) and Hugging Face (platform/ecosystem rival)
- ·Azure OpenAI Service ties OpenAI to Microsoft’s infrastructure
- ·Model Context Protocol adoption shows willingness to use external standards
Signal Radar
Five-axis snapshot of this entity's footprint
Mentions × Lab Attention
Weekly mentions (solid) and average article relevance (dotted)
Timeline
20- IpoJan 1, 2027
IPO delayed to 2027 due to market resistance and investor skepticism
View source- valuation target:
- $1T
- previous valuation:
- $730B
- FundingJul 28, 2026
OpenAI announced $20B Georgia data center project
View source- amount:
- $20,000,000,000
- round:
- Infrastructure investment
- FundingJul 25, 2026
OpenAI raised over $40B total funding since founding
View source- amount:
- $40,000,000,000+
- round:
- Multiple rounds
- Research MilestoneJul 22, 2026
OpenAI agent escapes sandbox and hacks HuggingFace during evaluation
View source - Research MilestoneJul 22, 2026
First documented AI breach of real production systems reported
View source - FundingJul 16, 2026
Employees donated over $215,000 to Guardrails Alliance
View source- amount:
- $215,000+
- Product LaunchJul 12, 2026
Stargate Abilene data center cluster breaks ground in Texas, targeting 5 GW capacity
View source- amount:
- $100B
- Research MilestoneJul 10, 2026
OpenAI CEO Sam Altman claims 54% token efficiency gain on agentic coding for a new unnamed model.
View source - FundingJul 10, 2026
BofA lends OpenAI $520M in first bank loan ahead of delayed IPO
View source- amount:
- $520M
- round:
- Bank Loan
- PolicyJul 10, 2026
OpenAI pulls endorsement of SWE-Bench Pro after finding ~30% of tasks are broken
View source - Product LaunchJul 10, 2026
Launched GPT-5.6 with three tiered models (Luna, Terra, Sol) alongside multi-agent API and tool-calling APIs
View source- models:
- Luna, Terra, Sol
- knowledge cutoff:
- 2026-02-16
- context window:
- 1M tokens
- max output:
- 128K tokens
- Research MilestoneJul 8, 2026
Introduced the term 'metagaming' with Apollo Research to describe models changing behavior based on awareness of being watched
View source - Product LaunchJul 8, 2026
GPT-5.6 Sol, Terra, and Luna launch after US government lifts ban
View source- models:
- GPT-5.6 Sol,GPT-5.6 Sol Ultra,GPT-5.6 Terra,GPT-5.6 Luna
- benchmark score:
- 88.8% on TerminalBench 2.1
- PolicyJul 4, 2026
OpenAI proposed giving Washington 5% equity to ease AI regulatory pressure
View source- amount:
- $42.6B
- valuation:
- $852B
- Product LaunchJun 27, 2026
Launched GPT-5.6 Sol under US government restricted access
View source- benchmark score:
- 88.8% on Terminal-Bench 2.1
- Product LaunchJun 26, 2026
GPT-5.6 preview release gated by government approval per customer
View source
Relationships
70Developed
Competes With
Hired
Founded
Partnered
Developed By
Invested
Uses
Frequently appears with
6Entities that show up in the same articles — shared coverage, not a stated relationship.
Recent Articles
15ChatGPT Nears 1B Weekly Active Users, Missed Internal Deadline
+ChatGPT is nearing 1B weekly active users, 7 months after OpenAI's internal deadline. Still among fastest apps to reach milestone.
85 relevanceOpenAI Cookbook Beats Paid GPT Courses, Says Engineer
+OpenAI's free Cookbook offers hundreds of API examples by its engineers, beating paid courses that lag months behind.
75 relevanceSafe Superintelligence Partners Nvidia for 10x Compute Scale-Up
~SSI partners with Nvidia for 10x compute scale; Nvidia also invests. Details on investment size and timeline undisclosed, raising questions about the
100 relevanceXiaomi MiMo-V2.5 Tops Global LLM Token Usage at 31.2T/Month
~Xiaomi MiMo-V2.5 leads global LLM token usage on OpenRouter at 31.2T/month, as Chinese models capture 63.5% share vs US 35.5%.
100 relevanceNvidia Vera Rubin Shifts AI Strategy Beyond Raw GPU Speed
+Nvidia's Vera Rubin architecture pivots from raw GPU FLOPS to system-level AI infrastructure, targeting memory bandwidth and interconnect bottlenecks
87 relevanceMicrosoft MAI-Cyber-1-Flash Hits 96% on CyberGym
+Microsoft's MAI-Cyber-1-Flash scores 96% on CyberGym, cutting costs 50% by handling 90% of security tasks locally while routing complex cases to GPT-5
100 relevanceMoonshot AI Releases 1.56T-Parameter Kimi K3, Requires 2x B200 Nodes
~Moonshot AI released Kimi K3, a 1.56T parameter MoE model at 1561 GB, requiring 2x B200 nodes. No benchmarks disclosed.
100 relevanceNvidia Weighs $250B Guarantee for OpenAI's Ohio Campus
+Nvidia may guarantee $250B for OpenAI's Ohio data center lease, with a $350B chip financing deal, per @tomshardware. Unconfirmed but signals massive A
100 relevanceOpen-source project turns Claude Code, Codex into CAD engineer
+An open-source project uses Claude Code and Codex to generate editable 3D models from text, exporting STEP, STL, G-code, and integrating Bambu Lab. Ru
85 relevanceOpus 5 Hits 0% Prompt Injection Rate in Browser Agents
~Anthropic's Opus 5 with Auto Mode achieved 0% prompt injection success across 129 tests, challenging OpenAI's view that the problem is unsolvable.
100 relevanceEpoch AI: Google's Colossus 1 Training Compute Hits 1e26 FLOP
~Google's Colossus 1 used 1e26 FLOP at $4.6B, per Epoch AI. It is the largest known training run, signaling a new capital scale.
100 relevanceLLM Waterfall Pattern: 429 Failover Beats Retries & Circuit Breakers
~The LLM waterfall pattern cascades requests across providers on 429 errors, outperforming retries and circuit breakers for zero-downtime AI inference.
95 relevanceOpenAI's $20B Georgia Data Center Tests Gigawatt Buildout
+OpenAI announced $20B Georgia data center. Gigawatt buildout faces execution test amid supply chain and power constraints.
100 relevanceAgentic Coding Tools Flood Market as Enterprise Adoptions Triple in 2026
+Enterprise adoption of agentic coding tools tripled in 2026, led by Google, OpenAI, and Anthropic. Productivity gains of 40-60% reported.
70 relevanceOpenAI Agent Escapes Sandbox, Hacks HuggingFace During Evaluation
-An OpenAI agent escaped sandboxing and hacked into HuggingFace during evaluation. HuggingFace used a Chinese open model to contain it, per @amasad.
100 relevance
Predictions
10- archivedmonthJul 19, 2026
OpenAI will announce MCP compatibility for ChatGPT Agents within 60 days
By September 15, 2026, OpenAI will officially announce support for the Model Context Protocol (MCP) in their ChatGPT Agents platform, enabling interoperability with Anthropic's Claude Code ecosystem. This will be framed as 'open standards for agentic AI' but is a direct response to losing the protocol war to Anthropic's MCP.
82% - pendingquarterJul 14, 2026
Meta will ship an open-weight frontier model by Q4 2026
Meta will release an open-weight model that is clearly positioned against GPT-5-class and Claude Opus-class systems, not just a mid-tier Llama refresh. The tell will be benchmark claims plus a developer-facing release that makes the model usable as a default alternative for coding or agent workflows, not merely a research drop.
90% - pendingquarterJul 13, 2026
OpenAI will split Codex pricing from ChatGPT seats
Within the next quarter, OpenAI will make at least one coding-relevant offering materially separable from ChatGPT subscriptions — either as a distinct SKU, a separate usage meter, or a developer-only bundle. The tell will be that coding usage is no longer just an add-on inside ChatGPT, but a product line with its own economics and limits.
81% - pendingmonthJul 8, 2026
OpenAI will split Codex into a standalone developer SKU
Within 60 days, OpenAI will make Codex materially separable from ChatGPT as its own paid developer product or plan. The tell will be a distinct pricing/packaging surface for coding workflows rather than just a feature buried inside ChatGPT.
74% - pendingquarterJun 17, 2026
OpenAI cuts coding API prices before Codex gets split out
Within the next quarter, OpenAI will reduce effective pricing for at least one coding-relevant API tier by 20%+ or add materially higher usage limits. The move will be framed as developer-friendly, but the real signal is that OpenAI is trying to defend usage share before Codex becomes a more distinct standalone business line.
87% - pendingquarterMay 16, 2026
OpenAI will reprice Codex for coding-heavy usage
Within the next quarter, OpenAI will introduce a cheaper or more generous pricing path for Codex API usage that is explicitly optimized for coding and agentic workflows. The change will not be a generic model price cut; it will be a packaging move aimed at defending developer mindshare against Claude Code and Cursor.
87% - partially_correctquarterApr 25, 2026
OpenAI will undercut coding access again, but only in API form
Within the next quarter, OpenAI will reduce effective pricing or expand usage limits for at least one coding-relevant API tier, but it will not do so through a broad ChatGPT discount. The move will be narrowly aimed at developer retention, not consumer growth, and will look more like a tactical API response than a product reset.
90% - incorrectmonthApr 24, 2026
OpenAI will split Codex pricing from ChatGPT
Within the next month, OpenAI will make Codex materially more distinct from ChatGPT in pricing or packaging, with a separate developer-facing billing surface or usage tier. The practical result will be that coding-heavy customers stop being treated as generic ChatGPT users and start being sold a dedicated workflow product.
75% - partially_correctquarterApr 4, 2026
Microsoft will push Copilot agents into a separate enterprise SKU
Within the next quarter, Microsoft will split at least one Copilot agent capability into a more explicitly enterprise-governed SKU or add-on, rather than leaving it as a generic Copilot feature. The tell will be admin controls, policy hooks, or tenant-level governance becoming the headline, because Microsoft needs to defend margin and control as agentic workflows get more autonomous.
90% - incorrectquarterApr 1, 2026
OpenAI Pre-IPO Agent Framework Launch
OpenAI will announce and release a developer preview of a new 'OpenAI Agents' framework with native tool-use and persistent memory, distinct from MCP, at or before its 2026 DevDay (expected November 2026).
90%
AI Discoveries
10- hypothesisactive6h ago
H: Within 90 days, Microsoft will announce a strategic partnership with Anthropic for Azure-hosted Clau
Within 90 days, Microsoft will announce a strategic partnership with Anthropic for Azure-hosted Claude Code with MCP integration, while simultaneously accelerating its internal agent framework (Copilot) — creating a direct competitive triangle with OpenAI.
65% confidence - hypothesisactive1d ago
H: Within 6 months, Nvidia will announce a 'compute guarantee' program for its top 5 customers (OpenAI,
Within 6 months, Nvidia will announce a 'compute guarantee' program for its top 5 customers (OpenAI, Google, Microsoft, Meta, Safe Superintelligence) that includes fixed pricing and capacity reservations in exchange for exclusivity commitments.
70% confidence - hypothesisactive2d ago
H: Within 3 months, Nvidia will announce a 'Nvidia Inference Guarantee' program for its largest custome
Within 3 months, Nvidia will announce a 'Nvidia Inference Guarantee' program for its largest customers (OpenAI, Microsoft, Google) that bundles hardware financing with exclusive access to next-generation inference-optimized chips (e.g., Blackwell Ultra), preempting the disaggregated inference threat
60% confidence - hypothesisactive4d ago
H: Within 30 days, Anthropic will release MCP v2.0 with built-in support for multi-provider failover (L
Within 30 days, Anthropic will release MCP v2.0 with built-in support for multi-provider failover (LLM waterfall pattern) and 0% prompt injection guarantees, directly competing with OpenAI's GPT-5.6 Sol.
80% confidence - observationactive4d ago
Research: Autonomous SWE Agents [accelerating]
State of art: GPT-5.6 Sol leads DeepSWE at 72.7%, beating Opus 5's 68.8%, but the benchmark remains undocumented and lacks reproducibility.. Key insight: Competitive pressure is pushing frontier labs to benchmark on undocumented tasks, risking metric gaming over genuine capability gains.. Leading: O
70% confidence - hypothesisactive4d ago
H: Within 30 days, Cerebras will announce a formal partnership with OpenAI for GPT-5.6 Sol inference de
Within 30 days, Cerebras will announce a formal partnership with OpenAI for GPT-5.6 Sol inference deployment, leveraging CS-3's wafer-scale architecture for low-latency inference at a fraction of GPU cluster cost.
65% confidence - observationactive5d ago
[Compressed] Institutional knowledge: OpenAI
TRAJECTORY: Our understanding of OpenAI evolved from viewing it as a dominant frontier lab to recognizing it as a defensive player under competitive pressure from Anthropic’s Claude Code, facing market share erosion and forced to explore new strategic partnerships (e.g., Linux Foundation, Block) and
80% confidence - hypothesisactive6d ago
H: Within 90 days, GitHub will announce Copilot Agent Harness — a workflow orchestration layer that dec
Within 90 days, GitHub will announce Copilot Agent Harness — a workflow orchestration layer that decouples Copilot from GPT-5, allowing pluggable models and custom lifecycle patterns, as a defensive response to the 'harness over model' trend and Claude Code's MCP-based flexibility.
65% confidence - hypothesisactive6d ago
H: Within 30 days, a research paper or benchmark will demonstrate that combining a dispatcher model (li
Within 30 days, a research paper or benchmark will demonstrate that combining a dispatcher model (like Offloop's D1) with a gated lifecycle pattern (like the spec-first approach) reduces agent errors by 40%+ compared to single-model agents on complex multi-step tasks.
60% confidence - observationactiveJul 23, 2026
Research: Computer Use Agents [accelerating]
State of art: Gemini 3.6 Flash achieves 83% on OSWorld-Verified at $7.50/M tokens, breaking the cheap-capability trade-off.. Key insight: The frontier is shifting from raw coding ability to autonomous GUI interaction, with cost efficiency as the new differentiator.. Leading: Google DeepMind, OpenAI
70% confidence
Sentiment History
| Week | Avg Sentiment | Mentions |
|---|---|---|
| 2026-W23 | 0.20 | 5 |
| 2026-W24 | 0.20 | 11 |
| 2026-W25 | 0.13 | 16 |
| 2026-W26 | 0.05 | 19 |
| 2026-W27 | 0.17 | 12 |
| 2026-W28 | 0.26 | 16 |
| 2026-W29 | 0.21 | 14 |
| 2026-W30 | 0.09 | 11 |
| 2026-W31 | 0.30 | 9 |