Give your LLMs a memory that actually improves performance.
A lightweight experience layer for LLM workflows. Engramm learns from your model's mistakes to shape future prompts, without fine-tuning or complex pipelines.
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Powerful Features
Everything you need to manage your business efficiently
Model-Agnostic
Works seamlessly with GPT-4, Claude, Llama, or any LLM in your stack.
Operational Memory
Builds a structured memory of failures and corrections for your model.
Easy Integration
Designed for simple setup. No complex RLHF pipelines required.
Targeted Hints
Injects scoped, contextual feedback into system prompts.
Production Ready
Reliable, performant, and designed for high-scale applications.
Gradual Improvement
Your application quietly gets better over time as data arrives.
How Engramm Transforms Your Workflow
A seamless four-step process that revolutionizes the way your team works
Link Outputs
Connect your LLM outputs to future feedback, ground-truth, or corrections.
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Extract Hints
Engramm identifies key failure patterns and generates targeted contextual hints.
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Inject Context
Hints are automatically injected into the system prompt of future calls.
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Auto-Improve
Your model gradually stops repeating mistakes, with zero manual prompting.
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Join thousands of teams already using Engramm
Simple, Transparent Pricing
Choose the plan that works best for your business
Community
Everything you need to get started with Engramm.
- Unlimited LLM calls
- Full memory features
- Community support
- No credit card required
Enterprise
For high-volume production applications.
- Dedicated infrastructure
- Priority support
- Custom data retention
- Advanced API limits
- SLA guarantee
Questions & Answers
Frequently Asked Questions
Find answers to common questions about Engramm. If you can't find what you're looking for, feel free to contact our support team.
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Ready to improve your LLM workflows?
Start using Engramm today and build an operational memory for your models.