My take
Why I use OpenAI
OpenAI sets the pace on capability. GPT-4-class models, structured outputs, the Assistants API, and the Realtime API give me a complete toolkit. I pair them with Claude where reasoning depth and longer context matter.
Want the broader stack philosophy? Read about how Sri picks tools or browse engineering insights.
Honest assessment
Strengths & tradeoffs
No tool is perfect. Here's what shines and what to watch for.
Strengths
- Frontier-class model performance
- Structured Outputs (JSON-schema-enforced)
- Realtime API for voice and streaming
- Mature SDKs in every major language
- Extensive fine-tuning options
Tradeoffs (honestly)
- Cost adds up fast at scale without caching
- Rate limits require enterprise tiers for serious traffic
- Closed-source - less customization than open models
- Output drift when models update
Fit assessment
When to reach for OpenAI
Pick the right tool for the job.
Best fits
Production chatbots and assistants
Content generation pipelines
Code review and codegen tooling
Embedding generation for RAG
Voice agents via Realtime API
Not ideal for
Workloads requiring fully on-prem deployment
Use cases sensitive to provider data policy
Tasks where open models suffice and cost matters
Common use cases
Resources
Learn more
Curated official docs, tutorials, and writing on OpenAI.
Services
Where I apply OpenAI
Engagements where this technology shows up regularly.
Case Studies
OpenAI in production
Real engagements where this technology shaped the outcome.
AI Document Processing Platform
An AI-powered document processing system that transformed how a legal team handled contract review, due diligence, and compliance.
AI-Powered Enterprise Search
An AI-powered search platform that unifies search across dozens of enterprise systems with natural-language understanding and contextual results.
Browse the full case study archive.
Applications
Solutions using OpenAI
See how this technology is applied in real-world solutions.
AI-Powered Products
Transform your product with AI capabilities that users actually value. From intelligent search to automated workflows, I help you identify and implement AI features that differentiate your offering.
Startup Launch
Technical co-founder support for early-stage startups. I help founders build MVPs, make foundational technical decisions, and establish practices that scale with the company.
Stack
Pairs well with OpenAI
Tools and platforms I commonly combine with this one.
AI & ML
More in this category
Model providers, frameworks, and stores that power my AI work.
Need help with OpenAI?
Whether you're starting fresh or optimizing an existing implementation, I can help you get the most out of this technology. Read more in insights or get in touch.