Stop fighting with AI that hallucinates. Evolv fine-tunes custom models on your project daily, delivering project-specific solutions with 5-12% error rates—3x more accurate than traditional AI assistants.
And it's costing you hours of debugging and frustration every day
66% of developers
say AI coding tools generate solutions that are "almost right"—requiring constant debugging and refinement.
24-30% error rate
Traditional AI assistants hallucinate functions, APIs, and patterns that don't exist in your codebase.
45.2% of developers
spend excessive time debugging AI-generated code because the AI lacks project-specific context.
>60 seconds
response time for complex projects as traditional AI struggles with large, intricate codebases.
While traditional AI uses generic models, Evolv fine-tunes custom models on your project every single day
Same model for everyone
Limited context window
24-30% error rate
Trained on your codebase
Automated nightly retraining
5-12% error rate
Everything you need from an AI coding assistant, without the frustration
5-12% error rate vs 24-30% for traditional AI. Fine-tuned on your exact patterns means fewer hallucinations and more reliable code.
5-15 second response time even for complex projects. No more waiting 60+ seconds for suggestions that don't fit your codebase.
Project-level reasoning with full awareness of your architecture, patterns, and conventions. No more explaining the same context repeatedly.
Since Evolv understands your project deeply, you can ask natural questions without lengthy, detailed prompts or excessive context.
SOC 2 & GDPR compliant with on-premise hosting options. Your code never leaves your infrastructure if you don't want it to.
$49/month for unlimited requests. No token limits, no request caps, no surprise bills. Use it as much as you need.
Automated fine-tuning means zero manual configuration—just connect and let Evolv learn
Link your codebase via GitHub, GitLab, or Bitbucket. Evolv securely analyzes your project structure, patterns, and conventions.
Evolv trains a custom model on your codebase using advanced LoRa adapters. This creates an AI that understands your project's unique architecture.
Use Evolv directly in your IDE. Get project-specific suggestions, refactoring help, and bug fixes that actually match your codebase.
Every night, Evolv automatically retrains on your latest code changes. Your AI gets smarter as your project grows.
See why teams are switching from Cursor and ClaudeCode
| Feature |
◎
Evolv
Best Choice
|
Cursor / ClaudeCode | refact.ai |
|---|---|---|---|
| Contextual Intelligence How it understands your code | RAG + Self-evolving Daily fine-tuning on your project | RAG + General LLMs No project-specific learning | RAG + Fine-tuned Manual fine-tuning required |
| Continuous Learning Keeps up with your changes | Daily (automated) Retrains every night | No Static model | Manual You trigger updates |
| Error Rate Accuracy of suggestions | 5-12% 3x more accurate | 24-30% Frequent hallucinations | 5-30% Varies by setup |
| Speed (Complex Projects) Response time | 5-15s Optimized for scale | >60s Slows with complexity | 5-30s Moderate speed |
| Pricing Monthly cost | $49 unlimited No request limits | $20-200 0.5k-10k requests/month | $10-50 limited Usage caps apply |
| Best For Ideal use case | Complex projects 100+ files, 200+ lines each | Simple projects Prototypes, small codebases | Complex projects Requires manual setup |
| Privacy & Hosting Deployment options | Cloud + On-prem SOC 2 & GDPR compliant | Cloud only Limited control | Cloud + On-prem Enterprise options |
Evolv shines where traditional AI assistants fail—on established, intricate codebases
Managing multiple complex client projects with 20-250 developers. Reduce debugging time and maintain code quality across teams.
Working on established products with large, intricate codebases. Need SOC 2 & GDPR compliance with on-premise options.
Small prototypes, single-file scripts, or projects with less than 50 files. Traditional AI assistants work fine for simple codebases—Evolv is built for complexity.
Unlimited usage. No surprise bills. No token counting.
Everything you need to know about Evolv
Evolv handles fine-tuning completely automatically. After you connect your repository, the initial fine-tuning takes up to 8 hours (one-time). Then every night, Evolv automatically retrains on your latest code changes—these updates take about 30 minutes. You never have to trigger or manage the process manually.
Yes, your code is completely secure. Evolv is SOC 2 and GDPR compliant. For cloud hosting, your code is encrypted at rest and in transit. For enterprises with strict security requirements, we offer on-premise hosting where your code never leaves your infrastructure. The fine-tuned models are specific to your organization and never shared.
Evolv supports all major programming languages including JavaScript/TypeScript, Python, Java, C#, Go, Ruby, PHP, Rust, and more. It works with any framework or library because it learns directly from your codebase, regardless of the tech stack you're using.
Setup takes about 5 minutes to connect your repository. The initial fine-tuning takes up to 8 hours, which runs in the background. After that, you can immediately start using Evolv with project-specific context. The more you use it and the more your codebase evolves, the better it gets with nightly updates.
Evolv is optimized for complex projects—specifically codebases with 100+ files where each file has 200+ lines of code. This is where traditional AI assistants struggle and where Evolv's fine-tuning approach shines. For smaller projects (less than 50 files), general AI assistants like Cursor or GitHub Copilot work fine.
Your first workspace is free for individual developers. Each additional workspace costs $49/month with unlimited usage. You can have multiple projects within a single workspace if they share similar patterns/architecture. Each workspace gets its own fine-tuned model updated nightly.
Absolutely! Early adopters who join during our beta launch (January 14, 2026) get a 45-day free trial with full access to all Pro features. No credit card required to start the trial.
Evolv currently integrates with VS Code and all JetBrains IDEs (IntelliJ, PyCharm, WebStorm, etc.). We're working on additional integrations based on community feedback during the beta phase.
Join the beta program and experience an AI coding assistant that actually learns your codebase. Get 45 days free with unlimited usage.
"We've collected $1M ARR in Letters of Intent from teams who are tired of debugging AI-generated code that doesn't fit their projects."
Join the AI Coding Revolution
Developers are adopting AI assistants rapidly—but most are frustrated with current tools
But Current Tools Are Falling Short: