Instructor vs Titan ML
InstructorLLM Ops
Free / Open SourcePublished price
Titan MLAI Infrastructure
Usage-basedPublished price
Instructor LLM Ops Structure LLM Outputs with Ease | Titan ML AI Infrastructure AI Inference, Built for Scale | |
|---|---|---|
| Overview | ||
| Category | LLM Ops | AI Infrastructure |
| What it is | Python library for getting structured outputs from LLMs using Pydantic models for reliable data extraction. | Enterprise-grade inference stack letting ML teams deploy, serve, and scale open-source LLMs in production. |
| Pricing | ||
| Published price | Free / Open Source Instructor is an open-source structured-output library available without a paid license. Commercial support or services do not have a public list price. | Usage-based Rebranded from Titan ML (titanml.co redirects to doubleword.ai). Now priced per-token by service tier: Realtime (latency-optimized), Async (25-50% discount) and Batch (50-80% disc… |
| Pricing model | Free | Usage-based |
| Free options | Free plan · Free trial | Free plan · Free trial |
| Deal on Cubbie | None right now | None right now |
| Company | ||
| Founded | 2023 | 2021 |
| Team size | 1-10 employees | 11-50 employees |
| Headquarters | San Francisco, CA | London, UK |