The Fastest Way to
Apply AI Edits
10,500 tokens/sec edits with 98% accuracy. Merge AI suggestions into code in under 1 second.
Trusted by hundreds of startups and enterprises


Fast, Reliable AI Coding Agents.
Fast Apply
Merge LLM changes into your code and files - at 10,500+ tokens per second. The most accurate way to apply LLM changes.
Embeddings Model
Embeddings built for code, trained on millions of commits. Outperforms Qwen3/OpenAI/Voyage on all code retrieval benchmarks.
Reranking Model
Reranking built for code, trained on millions of code examples. Pack Prompts with relevant code, every time.
An Unfair Advantage - with 8 lines of code.
Fast
Lightning-fast 10,500 tokens/sec edits —10x faster than alternatives
Model Processing Speed Comparison (Tokens/s)
Accurate
Enterprise-grade 98% accuracy ensures your code works right the first time.
Model Accuracy Comparison (%)
Deploy anywhere. Our cloud or yours.
Enterprise-ready infrastructure.
Self-Host
Deploy Morph on your own infra - on-prem or cloud.
High Rate Limits
Flexible, high-capacity rate limits.
Enterprise Level Reliability
99.9% uptime SLA with top-tier support .
SOC2 Certified
Ready-to-sign agreements for enterprise compliance.
How edit_file Works
More about Morph
Everything is Model[s]
Why the future of AI isn't one superintelligent model doing everything, but a hierarchy of specialized models—just like human organizations.
LLMs Are Bad at Being Forced
The further you push language models from their natural output patterns, the worse they perform. Understanding why reveals fundamental truths about how these systems actually work.
We Hit 10,500 Tokens/Sec Applying Code Edits on a Single H100
Technical deep-dive: custom CUDA kernels + speculative execution for 2.3x speedup
What is Morph Fast Apply?
Understanding Morph: The fastest way to apply code updates from AI
Morph Gets Faster: 10,500+ Tokens Per Second
We were already the fastest way to apply AI code edits. Now we're 2.25x faster—and 3x cheaper than search-and-replace approaches.
Diffs vs Fast Apply
Why Fast Apply aligns with the bitter lesson by letting models code naturally
Explore Morph
Discover how Morph transforms code editing, and agentic workflows.