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Side-by-side features, use cases and pricing — because the right pick depends on your job and budget, not just the ranking.
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Augment Code
✓ verifiedPaid
Agentic coding platform (Cosmos) that runs software-dev agents at org scale, using a codebase context engine to cut token cost.
544K visits/mo
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PromptLayer
✓ verifiedFree
Prompt engineering, management, and LLM observability platform.
212K visits/mo
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Codeamigo
✓ verifiedFree
AI-assisted coding-tutorial tool for learning to code; now unmaintained as its creator moved to another project.
481 visits/mo
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20Paths
✓ verifiedFreemium
Create interactive, AI-annotated product demos and how-to guides to convert leads and onboard customers.
351 saves
Pricing
Business: $100/mo flat (up to 50 seats, $100 usage included)
Free trial available
No public pricing
No public pricing
No public pricing
Solo: $0 (2 demos, 2 guides)
Pro: $35/mo (unlimited demos)
Team: $15/mo per user (min 10 users)
Core features
- ✦Context Engine for codebase understanding
- ✦Agents across the full SDLC
- ✦Model routing / bring-your-own-keys
- ✦Automated code review and test coverage
- ✦CLI, MCP and native tool integrations
- ✦Enterprise security (SOC 2, ISO 42001, SSO)
- ✦Prompt management
- ✦Prompt evaluations
- ✦LLM observability
- ✦Team collaboration
- ✦Version control for prompts
- ✦A/B testing of prompts
- ✦Prompt Registry
- ✦Historical backtests
- ✦Regression tests
- ✦Usage monitoring
- ✦Weekly newsletter with high-quality insights
- ✦Deep dives into ML topics
- ✦Tools used by Machine Learning engineers
- ✦ML System design course (coming soon)
- ✦YouTube channel (coming soon)
- ✦Archive of past articles
- ✦AI-powered coding tutorials
- ✦Interactive, developer-style lessons
- ✦Guided learning with modern tools
- ✦Demo project walkthrough
- ✦Waitlist sign-up (courses coming soon)
- ✦Click-to-capture demo creation
- ✦AI annotations and 12+ language translation
- ✦Branching, CTAs and personalization
- ✦Custom branding and blur/zoom
- ✦Embed and share anywhere
- ✦Engagement analytics
Use cases
- →Automating PR code review
- →Raising test coverage
- →Incident investigation and remediation
- →Large-scale migrations and onboarding
- →Scaling customer support automation with LLMs
- →Empowering non-technical teams with prompt engineering
- →Building personalized AI interactions
- →Debugging LLM agents
- →Improving content creation processes
- →Managing and monitoring prompts with a team
- →Upskilling as a Machine Learning engineer
- →Learning about ML systems at scale
- →Staying updated on the latest ML tools and techniques
- →Understanding ML system design principles
- →Learning to code with an AI assistant
- →Following interactive coding tutorials
- →Practicing with guided project examples
- →Product-led growth demos
- →Customer onboarding guides
- →Sales demo leave-behinds
- →Self-service help documentation
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