What AI says about OpenAI
Data as of Oct 22, 2026Based on 46,853 AI responses
Reviewed by Dimitry Apollonsky
AI summary
OpenAI develops foundation models including the GPT-4o series and provides an API platform alongside enterprise tools like ChatGPT Enterprise. It is among the brands most often named when buyers search for code generation with IP indemnity, zero retention for secure RAG systems, and APIs for fast customer service chatbots or nuanced sentiment analysis.
10%
of AI answers about OpenAI and its rivals · since Jul 5
Where OpenAI ranks in AI
- LLM Agent Frameworks and Tooling#7 · 17%
- AI Research and Writing Assistants#1 · 23%
- Embedding Model APIs and Services#1 · 49%
- Student Study & Learning Tools#1 · 3%
- Self-Help and Wellness Coaching#1
- LLM Security and Governance Platforms#2 · 17%
- AI Regular Expression Generators#4 · 24%
- AI Spreadsheet Math Assistants#4 · 20%
- AI Creative Design Tools#5 · 12%
- Speech AI APIs and Services#5 · 16%
- Real-Time Speech-to-Text APIs#5 · 30%
- Parenting & Family Activity Guides#5
Topics where AI mentions OpenAI
- Zero-retention RAG platform for trade secretsLLM Agent Frameworks and Tooling81%Rank #1
- Conversational AI agent frameworkLLM Agent Frameworks and Tooling24%Rank #6
- LLM integration into existing applicationsLLM Agent Frameworks and Tooling20%Rank #9
- Multi-step stateful task managementLLM Agent Frameworks and Tooling16%Rank #9
- AI agent orchestration with API integrationLLM Agent Frameworks and Tooling14%Rank #9
- Human-in-the-loop task orchestrationLLM Agent Frameworks and Tooling8%Rank #9
- DevOps agent framework for self-healing systemsLLM Agent Frameworks and Tooling11%Rank #10
- Multi-agent orchestrationLLM Agent Frameworks and Tooling16%Rank #12
- Framework for parallel agent execution
- Agent memory integration
- Web research agent frameworks
- Managed embedding APIs
- Peer review comment generation
- CI/CD build log explanation
- IRB lay summary generation
- Blog post ideation and outlining
- Bulk product description generation
- Natural language regex generation
- Autonomous web research agents
- Maintaining consistent brand voice
- HIPAA-compliant AI for healthcare support
- SRT file translation API
- Translation API for slang and nuance
- Image generation with fine-grained control
- Marketing content creation
- Generative image tool with indemnification
- Multilingual audio transcription
- Document parsing for LLM pipelines
- Translation API for subtitle software
- Text-to-speech APIs
- Managed LLM fine-tuning
- Tools for measuring AI answer impact on organic traffic
- Image generation API
- Multilingual text-to-speech API with voice customization
- Hosted embeddings with tenant isolation
- Managed embedding generation
- Technical specification summarization
- PII redaction for LLM pipelines
- Code error message improvement
- Edge model distillation
- SEO meta and social copy generation
- AI copy A/B testing
- HIPAA-compliant LLM deployment
- LLM model benchmarking
- Natural-sounding text-to-speech
- LLM knowledge graph databases
- Grade-level text adaptation
- Voice assistants
- CRM and marketing automation
- Grant specific-aims page drafting
- SaaS privacy and terms generation
- Pre-IPO secondary marketplaces
- Low-latency audio processing
- Interactive document q&a
- Plain language contract explainer
- Math solver app with steps
- Competitor launch summary and response system
- Free textbook access
- Academic fact-checking and literature reviews
- AI-generated coding challenges
- AI ticket classifier for product, feature, and sentiment
- Natural language code explanation
- Audit summarizer with corrective actions
- Sizing recommendation tool
- AI pair programming with voice
- AI-powered project estimation tool
- SEO content writing tools
- Document parsing APIs with data residency and zero retention
- Product description generator for ecommerce
- Application-level model composition
- LLM cost monitoring software
- AI adult roleplay
- Image alt-text generation APIs
- Local LLM hosting and management
- Software development teams
- Service order summarization software for technician briefs
- Chatbot output guardrails
- AI content writing assistant
- Open-source embedding models
- Supervised AI tutoring
- AI code reviewer for security
- Speech to summary software for support calls
- Speaker diarization
- Custom text-to-speech voices
- Managed vector databases for production RAG
- AI-enabled SCORM LMS
- Graph database visualization tool for generative AI exploration
- Japanese app translation
- QC checklist automation
- Course study guides
- Consent-verified voice cloning
- High-fidelity AI text-to-speech generators
- Local development prototyping
- Serverless GPU model host with no idle charges
- Network configuration generation
- Multimodal document understanding software for handwritten forms
- Synthetic dialogue data
- Vendor security questionnaire automation
- Sketch-to-image rendering
- Prompt management software with guardrails
- AI copy A/B testing
- Decentralized AI algorithm marketplace investment
- Automated code documentation
- Carbon-neutral AI compute
- Medical literature summarization
- Infrastructure-as-code review
- Social media comment moderation
- Socratic AI assistant for STEM
- Backend as a service with vector search
- Contract software developers for non-technical founders
- Enterprise RAG and fine-tuning
- AI call recording devices
- Synthetic data generation
- Free AI logo generation
- Agent reliability and tool-use testing
- Multilingual embedding generation
- AI sticky note clustering plugin for collaboration whiteboards
- Industry-specific pricing rationale email generator
- Esports player recruitment
- Automated quiz creation
- Automated code fix workflows
- Coding assistant with private repository grounding
- Multilingual voice cloning
- Custom AI chip design
- AI content generation
- HPC and AI workload execution
- Visual diagnosis support
- Internal knowledge Q&A and search
- Keyword variant generation
- Product attribute extraction and catalog normalization
- LLM observability and prompt tracing
- AI text-to-video generation
- AI architecture diagram generators for C4 and sequence diagrams
- Multimodal embedding storage and query
- Conversational language practice
- Prompt version control
- SEO content optimization
- Enterprise LLM fine-tuning and RAG
- API-first AI customer support bot builder
- AI speaking practice apps
- Image similarity search APIs
- AI presentation makers
- Decentralized machine learning exposure
- Enterprise e-discovery platforms with privilege and PII classification
- Batch inference processing
- AI course authoring tools
- Existing marketing automation integrations
- LLM output quality evaluation
- Document AI for tabular data
- HIPAA-compliant medical transcription
- Resume builders
- C++ project development
- Multi-repository AI code search tool
- Sentiment and topic analysis APIs
- AI code completion and generation
- LLM-as-a-judge evaluation frameworks
- Safety briefing automation
- Insurance claims data extraction
- Speech to text models with custom vocabulary training
- Contract data extraction
- CRM for PLG sales teams under 50 employees
- Style and tone alignment monitoring
- Personalized outreach
- Complex document OCR API
- Video motion consistency
- Multilingual housekeeping SOPs
- In-warehouse generative AI
- AI-powered code style enforcement
- Automated decision capture
- Betting model access
- Open-source API gateway for internal LLM rate limiting and caching
- Handwriting recognition OCR
- AI COBOL-to-Java conversion
- AI query optimization tool for data warehouses
- Synthetic person generation API
- Technical presentation slide generator
- Semantic product search
- API key management service
- Developer onboarding assistance
- Video auto-tagging API
- Self-hosted AI coding assistants
- LLM hallucination and factuality evaluation
- Document extraction APIs with few-shot learning and confidence scores
- AI contract analysis
- Course exam preparation
- Knowledge tracing software for personalized education
- API-first CRM for sales teams
- File upload API and storage service
- Computer vision APIs for e-commerce auto-tagging
- Natural language SQL interface with read-only permissions
- AI document extraction
- AI competitor citation tracking
- AI-powered log anomaly detection
- Canary deployment automation software
- AI-powered automated dashboard generation tools
- AI red teaming services for prompt injection security
- Legacy code modernization
- CRM integration marketplace
- AI post-mortem generation
- LLM output drift detection
- Cloud attack surface management
- Custom brand voice model creators
- Automated test generation
- Photo restoration with texture preservation
- Embedding model management and deployment
- AI-assisted code review
- Cloud cost allocation by team
- End-to-end RAG platform with ingestion and vectorization
- HIPAA compliant low-code platforms for healthcare tools
- SCADA alert summarization platform
- AI web scraping code generator
- UX design agencies for generative AI interfaces
- AI vendor risk management
- Change management services for human-centric AI adoption
- Quantum circuit and algorithm software
- Crossover fund selection
- Executive meeting preparation
- Production prompt A/B testing platform
- AI app store review analyzer
- AI policy checking for marketing copy
- Natural language database querying
- Automated AI red teaming
- Model distillation and quantization framework
- AI model API gateway
- Performance load profile generation
- Cloud cost governance software
- Generative vector svg creation
- AI ticket reply drafting agents
- Feature-level cloud cost attribution
- Reporting and presentation software for consultants
- Developer forum platforms
- Adversarial AI testing services
- Generative AI data loss prevention
- No-code chatbot builder
- Sales call recording and analysis
- RAG evaluation
- Customer feedback sentiment analysis
- AI brand visibility tracking tools
- Knowledge base chatbot
- RAG document reranking
- AI-to-human handover
- Simulation AI for digital twins
- Model A/B testing and canary deployment platform
- Multi-cloud virtual tagging
- Pre-meeting research automation
- Tabular data synthesis
- Cloud and compute emissions tracking
- Cloud spend forecasting
- NPS and customer satisfaction surveys
- Self-service help center with AI search
- Production-grade NLP inference API platform
- Invoice data extraction
- Meeting transcription and summarization
- API documentation generation
- Pre-handoff data collection
- Static vulnerability scanning
- Prompt injection detection and input sanitization
- I am struggling to prompt models effectively to follow complex JSON schemas. Who offers tools that force constrained output decoding?on this questionMentioned in 88%
- We are building a Retrieval Augmented Generation (RAG) system for trade secrets. Who ensures zero retention?on this questionMentioned in 90%
- We need a frontier model provider for reasoning-heavy agent workflows. Which AI labs should we benchmark?on this questionMentioned in 100%
- I am a beginner at coding and struggle with regex syntax. What is the most user-friendly AI tool to help me build patterns?on this questionMentioned in 91%
- Our startup needs an embedding service that provides high-dimensional vector support for complex semantic matching. Which enterprise-grade embedding providers offer the most performant options for high-dimensional data?on this questionMentioned in 100%
- What frontier AI companies are most likely to define new customer questions that do not fit existing software categories?on this questionMentioned in 91%
How AI describes OpenAI
Common descriptions
excellent · strong · best · high-quality · flexible · recommended
Tone of AI’s statements about OpenAI
- Positive34%
- Neutral61%
- Mixed2%
- Negative3%
OpenAI is the pick in 98% of AI’s recommendations.
- pricingAI is mixed on pricing: 51% of the answers comparing OpenAI rate it worse than a rival, 49% better. Includes “cost”, “cost-effectiveness”, “cost efficiency”, “cost latency balance”, “cost savings”, “cost tracking usefulness”, “per-token api fees”, “price”, “pricing discount”.
Where AI mentions OpenAI
Position in answers
- Named first29%
- 2nd or 3rd21%
- Later51%
Each engine’s share of its own answers across OpenAI’s markets · since Jul 5
- ChatGPT Search11%
- Google AI Mode9%
Insights for OpenAI
Since Jul 5
Gap between platforms: Google AI Mode now mentions OpenAI 6.2 points more often than ChatGPT Search in Voice of Customer Text Analytics Platforms, a narrowed gap
Google AI ModeGoogle AI Mode16%ChatGPT SearchChatGPT Search10%Gap between platforms: The platform gap for OpenAI in AI Research and Writing Assistants narrowed to 5 points, ChatGPT Search ahead
ChatGPT SearchChatGPT Search23%Google AI ModeGoogle AI Mode18%Gap between platforms: The Mentioned in is higher on ChatGPT Search than on Google AI Mode in AI Knowledge Graph Platforms
ChatGPT SearchChatGPT Search20%Google AI ModeGoogle AI Mode6%
Sources AI cites
openai.com 21%Other sites 79%
- Owned21%
- OpenAI | Research & Deployment · 3% (opens in a new tab)
- Introducing Structured Outputs in the API | OpenAI · 1% (opens in a new tab)
- Business data privacy, security, and compliance | OpenAI · 1% (opens in a new tab)
- Computer-Using Agent | OpenAI · 1% (opens in a new tab)
- Introducing Operator | OpenAI · 1% (opens in a new tab)
- Model Distillation in the API | OpenAI · 1% (opens in a new tab)
- Introducing OpenAI Privacy Filter | OpenAI · 1% (opens in a new tab)
- New tools for building agents | OpenAI · 1% (opens in a new tab)
- Introducing OpenAI Frontier | OpenAI · 1% (opens in a new tab)
- OpenAI Frontier | Enterprise platform for AI agents | OpenAI · <1% (opens in a new tab)
- 6%
- Text to speech | OpenAI API · <1% (opens in a new tab)
- text-embedding-3-large Model | OpenAI API · <1% (opens in a new tab)
- Image generation | OpenAI API · <1% (opens in a new tab)
- Data controls in the OpenAI platform · <1% (opens in a new tab)
- Vector embeddings | OpenAI API · <1% (opens in a new tab)
- File transcription | OpenAI API · <1% (opens in a new tab)
- Models | OpenAI API · <1% (opens in a new tab)
- text-embedding-3-small Model | OpenAI API · <1% (opens in a new tab)
- Realtime transcription | OpenAI API · <1% (opens in a new tab)
- Images and vision | OpenAI API · <1% (opens in a new tab)
- 6%
- HIPAA eligible products and functionality | OpenAI Help Center · <1% (opens in a new tab)
- Billing guide for the Reinforcement Fine Tuning API | OpenAI Help Center · <1% (opens in a new tab)
- Getting a Business Associate Agreement for the OpenAI API | OpenAI Help Center · <1% (opens in a new tab)
- Embeddings FAQ · <1% (opens in a new tab)
- How can I get a Business Associate Agreement (BAA) with OpenAI for the API Services? | OpenAI Help Center · <1% (opens in a new tab)
- Sharing feedback, evaluation and fine-tuning data, and API inputs and outputs with OpenAI | OpenAI Help Center · <1% (opens in a new tab)
- OpenAI open-weight models (gpt-oss) | OpenAI Help Center · <1% (opens in a new tab)
- How your data is used to improve model performance | OpenAI Help Center · <1% (opens in a new tab)
- How do I check my token usage? | OpenAI Help Center · <1% (opens in a new tab)
- Troubleshooting API Errors and Latency | OpenAI Help Center · <1% (opens in a new tab)
- 4%
- The Only Embedding Model You Need for RAG · <1% (opens in a new tab)
- How to Scrub Sensitive Data Before it Reaches Your LLM · <1% (opens in a new tab)
- AI now runs real lab experiments · <1% (opens in a new tab)
- Best AI Video Generators in 2026 (Most Realistic) - YouTube · <1% (opens in a new tab)
- How to Extract Key Data from Contracts Using AI · <1% (opens in a new tab)
- How Fortune 500 Brands Dominate AI Search Results · <1% (opens in a new tab)
- Top 10 AI Agent Builder Platforms for 2026 (Complete Guide!) #aiagents #aitools · <1% (opens in a new tab)
- Zero Data Retention: The #1 Security Question for Legal AI | Gavel Exec - YouTube · <1% (opens in a new tab)
- 3. Automated regression testing plans with Agentic AI · <1% (opens in a new tab)
- OpenAI's "Privacy Filter": The Open-Weights Release ... · <1% (opens in a new tab)
- 4%
- Data controls in the OpenAI platform · 1% (opens in a new tab)
- API Platform · <1% (opens in a new tab)
- Text to speech | OpenAI API · <1% (opens in a new tab)
- Vector embeddings | OpenAI API · <1% (opens in a new tab)
- Models | OpenAI API · <1% (opens in a new tab)
- Vector stores | OpenAI API Reference · <1% (opens in a new tab)
- Batch API | OpenAI API · <1% (opens in a new tab)
- File transcription | OpenAI API · <1% (opens in a new tab)
- Pricing | OpenAI API · <1% (opens in a new tab)
- Delete an eval | OpenAI API Reference · <1% (opens in a new tab)
- 3%
- LLM Moderation Classifer : OpenAI Moderation API | by PI | Neural Engineer · <1% (opens in a new tab)
- Evaluating a Chatbot: A Practical, Leadership‑Ready Playbook for Accuracy, Safety, and ROI · <1% (opens in a new tab)
- Transform Imagination into Video with OpenAI Sora · <1% (opens in a new tab)
- Structured Output and JSON Prompting: A Practical Guide ... - Medium · <1% (opens in a new tab)
- Exploring the Power of Amazon Bedrock Services on AWS Cloud with Cohere Models · <1% (opens in a new tab)
- How I Use AI Agents to Automate Test Analysis (Not Test Writing) · <1% (opens in a new tab)
- How to Conduct Effective Code Reviews: Best Practices for Developers · <1% (opens in a new tab)
- How to Build an AI Agent: A Practical Engineering Methodology · <1% (opens in a new tab)
- State of Reasoning LLMs: The New Era of “Thinking” Machines · <1% (opens in a new tab)
- The Context Engine: Unlocking Strategic Advantage with Next-Generation AI Embeddings | by Adnan Masood, PhD. | Medium · <1% (opens in a new tab)
- 2%
- Generating Structured Outputs from Language Models: Benchmark and Studies · <1% (opens in a new tab)
- Evaluating LLM Moderators Through a Unified Benchmark ... · <1% (opens in a new tab)
- Fine-Grained Retrieval-Augmented Generation for Visual ... · <1% (opens in a new tab)
- A Survey of Robust Adversarial Training in Pattern Recognition: Fundamental, Theory, and Methodologies · <1% (opens in a new tab)
- Large Language Models as Optimizers · <1% (opens in a new tab)
- User Privacy and Large Language Models: An Analysis of Frontier Developers’ Privacy Policies · <1% (opens in a new tab)
- [2409.10173] jina-embeddings-v3: Multilingual Embeddings With Task LoRA · <1% (opens in a new tab)
- CRMArena: Understanding the Capacity of LLM Agents to Perform Professional CRM Tasks in Realistic Environments · <1% (opens in a new tab)
- [2501.13302] Watching the AI Watchdogs: A Fairness and Robustness Analysis of AI Safety Moderation Classifiers · <1% (opens in a new tab)
- OpenAI's Approach to External Red Teaming for AI Models and Systems · <1% (opens in a new tab)
- 2%
- I benchmarked 12+ speech-to-text APIs under various real-world conditions · <1% (opens in a new tab)
- Best STT? : r/speechtech · <1% (opens in a new tab)
- Best frontier AI models for different tasks - Reddit · <1% (opens in a new tab)
- 11 Top Generative AI Development Companies in the USA (2026) · <1% (opens in a new tab)
- I got tired of digging through Structured Outputs docs for every provider, so I tested what JSON Schema constraints actually work · <1% (opens in a new tab)
- Knowledge base Chatbot using RAG · <1% (opens in a new tab)
- Are there any GPT-powered tools or clients specifically designed for translating SRT subtitle files? · <1% (opens in a new tab)
- Improve Your Knowledge Base for Retrieval Augmented Generation? · <1% (opens in a new tab)
- Notes on Web Search APIs for AI Apps · <1% (opens in a new tab)
- My guide on what tools to use to build AI agents (if you are a newb) · <1% (opens in a new tab)
- 2%
- OpenAI Agents SDK · <1% (opens in a new tab)
- Tracing | OpenAI Agents SDK · <1% (opens in a new tab)
- Human-in-the-loop - OpenAI Agents SDK · <1% (opens in a new tab)
- Tracing - OpenAI Agents SDK · <1% (opens in a new tab)
- Human-in-the-loop | OpenAI Agents SDK · <1% (opens in a new tab)
- Handoffs - OpenAI Agents SDK · <1% (opens in a new tab)
- Guardrails - OpenAI Agents SDK · <1% (opens in a new tab)
- Agent orchestration - OpenAI Agents SDK · <1% (opens in a new tab)
- Handoffs | OpenAI Agents SDK · <1% (opens in a new tab)
- Sandbox clients | OpenAI Agents SDK · <1% (opens in a new tab)
- 1%
- How to use AI to match resumes to jobs | Shaw Talebi - LinkedIn · <1% (opens in a new tab)
- Top 6 Multimodal AI Models Leading Innovation in 2026 · <1% (opens in a new tab)
- Get started with OpenAI's Realtime API - Hands-On AI: OpenAI Realtime API for Voice Conversations Video Tutorial · <1% (opens in a new tab)
- 10 Best AI Tools for Context & Trust | Aditya Santhanam · <1% (opens in a new tab)
- Orchestrate distributed AI Agents with Azure Functions | DEM541 | Chris Gillum · <1% (opens in a new tab)
- BREAKING: OpenAI has released AI agents!! ChatGPT Operator can takes control of your computer, order groceries, book restaurants, and purchase tickets, simultaneously! Check this… | Conor Grennan · <1% (opens in a new tab)
- Model Distillation as a Service: Efficient AI Knowledge Transfer · <1% (opens in a new tab)
- How AI+SEO tools reveal brand perception and sentiment | Jess Cook posted on the topic | LinkedIn · <1% (opens in a new tab)
- Defensibility in AI: 5 Key Areas for Model Consumers - LinkedIn · <1% (opens in a new tab)
- Microsoft study: jobs most likely to be replaced by AI · <1% (opens in a new tab)
The page AI cites most for OpenAI