Explore AI Capabilities
Browse all 105 AI development capabilities organized by SDLC phase. Click any card to see detailed information, context requirements, and related resources.
Planning
Conventional Planning
Project planning as the baseline approach, completely human-driven. This encompasses defining **project scope** (goals, ...
OKR Planning Document Assistant
AI acts as an **OKR planning specialist** that helps you create well-structured Objectives and Key Results following ind...
Technical Strategy Formatting
AI acts as a **specialized grammar and clarity assistant** for technical strategy and architecture documents. ## What A...
Planning Framework Recommendations
Ask the AI agent for ideas and inspiration on suitable **project planning frameworks** based on your context. Share bas...
Strategy Alignment Check
AI checks how your planning maps to your business strategy. Requires context about: • Your business plan • Strategic ob...
High ROI Detection
AI analyzes your plan to find items with high ROI potential based on: • Low implementation effort • High potential busin...
Project Planning Assistance
AI assists in project planning and scope definition at the project level. Works between projects and requires: • Organi...
Plan Consistency Check
AI performs pattern-matching checks on your planning documents to identify potential issues: ## Consistency Checks: - ...
Task Sequencing
AI analyzes your plan to find the best sequence of tasks based on: • Task descriptions • Functionality • Dependencies • ...
Project Estimation
AI estimates: • Project scope • Timeline duration • Resource requirements Requires output from analysis phase, specific...
Interactive Planning
You collaborate with AI to scope out detailed task plans from broad ideas. Interactive process that helps turn high-lev...
Goals & Metrics Definition
AI provides help defining: • Good data points • KPIs (Key Performance Indicators) • Metrics to measure progress Assists...
Feasibility Analysis
AI runs research based on project requirements and goals to validate: • Technical feasibility • Time feasibility Assess...
Autonomous Task Breakdown
AI autonomously analyzes requirements and creates comprehensive task breakdown. Works independently without human guida...
Analysis
Manual Requirement Gathering
Traditional requirement gathering as the baseline approach, completely human-driven: Discovery & Research: • Market ana...
Writing Clear Tasks
AI assists with basic writing improvements: • Grammar corrections • Conciseness improvements • Clarity enhancements Hel...
Task Formatting
AI converts natural language (written or spoken) into structured work items. Example outputs: • User Stories • Tickets ...
Task Splitting
AI helps divide a big task into smaller, manageable chunks. Requires knowledge of your domain to split appropriately.
Requirements Analysis (Automated Spec Generation)
AI analyzes and documents functional requirements from raw stakeholder input. Input sources: • Raw stakeholder notes • ...
Project Scoping
AI analyzes codebase to: • Scope new features and changes • Map high-level impact per component • Identify affected area...
Requirements Discussion Via Chat
AI-powered chat to: • Discuss project requirements • Clarify unclear points • Document outputs • Cover functional and no...
Autonomous Acceptance Criteria
AI creates acceptance criteria and tests based on: • Functional requirements • System understanding Automatically gener...
Data Analysis & Insights
AI analyzes complex and heterogeneous datasets to extract meaningful business insights. Handles: • Multiple data source...
Codebase Structure Analysis
AI helps understand entire codebase: • Structure and organization • Patterns and conventions • Dependencies between comp...
Architecture Understanding
AI helps understand and document system architecture from code. Reverse engineering: code → architecture documentation
Architecture Reverse Engineering
AI generates from codebase analysis: • Data flow diagrams • Interface definitions • Schema documentation Reverse engine...
Data Model Reverse Engineering
AI analyzes existing entities and their relationships in code to extract a visual ERD. Output: Entity Relationship Diag...
User Journey Generation
AI creates User Journeys as code based on: • Chat conversations • Speech input • Functional requirements Output can be ...
Security & Compliance Auditing
AI analyzes functional requirements from security and compliance perspective. Looks for: • Missed security requirements...
Rapid Prototype Generation
AI creates functional prototypes in minutes from idea descriptions. Use cases: • Show concepts to leads • Validate idea...
Idea Validation Through Prototypes
AI quickly builds working prototypes to validate ideas and gather feedback. Fast cycle: idea → prototype → feedback → d...
Codebase Understanding
AI helps learn and understand codebase regardless of scale. Works with: • Small to large codebases • Custom context ins...
Multi-repo Codebase Understanding
AI helps understand codebases spread across multiple repositories. More complex than single-repo analysis due to cross-...
Manual Data Analysis
Traditional data analysis without AI tools: • Spreadsheets (Excel, Google Sheets) • Manual statistical methods • Basic c...
Design
Manual Architecture Design
Traditional architecture design without AI: • Whiteboarding sessions • Diagramming tools (Lucidchart, draw.io, etc.) • N...
Requirements Integration from PM Tools
AI pulls requirements from project management systems (e.g. Jira) for development planning. Integrates ticket informati...
Architecture Decision Records
AI helps make decisions by researching: • Pros and cons of approaches • Industry patterns and standards • Best practices...
Technical Spec Review
AI reviews technical specs looking for: • Parts that are unclear • Missing information • Inconsistencies with standards ...
Architecture Documentation
AI helps document system architecture and design decisions in a structured and consistent manner. Creates readable, mai...
Software Architecture & Design
AI creates comprehensive mapping of functional to technical requirements. Generates: • High-level architecture diagrams...
Execution Flow Tracing
AI traces and explains how code flows through the system. Starting from: • Input actions • Entry points • API calls Sh...
Data Model Generation
AI helps co-create an entity model by describing functional flows and relationships. Example: "An account has many tran...
Technical Specification Writing
AI helps co-create detailed technical specifications and design documents. Input sources: • Unstructured speech • Chat ...
Visual Design Iteration
AI helps iterate on designs: • Live preview of changes • Multiple design variants • Quick exploration of alternatives
Data Flow Diagram Generation
AI automatically generates data flow diagrams from requirements. Visualizes how data moves through the system.
Complete System Model
AI helps co-create the system model mapping: • User journeys → technical plane • Components and APIs • Entity model Com...
Code Pattern Analysis
AI analyzes code patterns to identify improvement opportunities: • Repeatability and consistency • Common approaches acr...
API Documentation Generation
AI generates comprehensive API documentation based on: • System model • Functional specifications • Technical specificat...
Sequence & Data Model Diagrams
AI generates UML diagrams as code from: • User journeys • Functional specs Output: • Sequence diagrams • Entity diagram...
UI Generation from Prompt
AI generates complete UI designs from natural language descriptions. Quick UI creation from text prompts.
Image to Code Conversion
AI transforms into working code: • Design images (screenshots, mockups) • Figma prototypes Visual design → functional c...
Rapid UI Prototyping
AI quickly creates UI prototypes with live preview. Fast iteration on UI concepts.
Database Schema Design
AI designs database schemas from: • Requirements • Existing code analysis Generates schema definitions and migration sc...
Figma Design Import
AI imports UI designs from Figma and transforms them to working code. Figma → functional implementation
Coding
Manual Coding
Traditional manual coding without AI support: • No autocomplete • No code generation • No AI assistance Pure manual cod...
Intelligent Code Completion
Real-time context-aware code suggestions while writing. AI completes: • Functions and methods • Variable names • Common...
Debugging Assistance
AI analyzes: • Application logs • Build errors • Runtime exceptions Identifies root causes for errors and warnings.
Traceability & Observability
AI inserts across your code: • Log statements • Metrics collection • Tracing instrumentation Improves observability, mo...
Specs-driven Code Generation
AI generates code from clearly specified technical requirements. Uses: UML diagrams, technical specs, architecture docu...
Refactoring Suggestions
AI suggests: • Code improvements • Refactoring opportunities • Better patterns • Performance optimizations
TDD with Coding Agents
AI generates code from tests created by humans. Test-driven development: tests → implementation
Code Refactoring
AI refactors legacy code to modern patterns while maintaining compatibility. Modernizes codebase without breaking funct...
Task Management (task-driven)
AI coordinates delivery of expected functionality within a task. • Sequences increments logically • Orchestrates versio...
Code Fixes By Inspection
AI: • Identifies bugs and errors in code • Automatically fixes them • Verifies fixes Works by analyzing code without ru...
Autonomous Build Process
AI agent autonomously: • Installs dependencies • Runs tests • Builds the apps • Informs of failures
Build Pipeline Creation
AI creates: • Build scripts • Pipeline configurations • Build automation Co-created with human oversight.
Deployment Pipeline Creation
AI creates: • Config files to model pipelines • Run scripts that deploy to environments • Deployment automation
Code Generation from Natural Language
AI generates code from natural language descriptions or visual inputs (vibe-coding). Input: Natural language or visual ...
Code Explanation
AI explains: • Complex code • Programming concepts • Why code works a certain way Educational tool for understanding un...
Upgrade Dependencies
AI autonomously: • Upgrades library dependencies • Diagnoses potential breaking changes • Fixes minor impact issues Han...
Test Code Generation
AI generates test code based on implementation. Analyzes required coverage and creates: • Unit tests • Integration test...
Code Execution & Testing
AI executes code in local environments to test and validate functionality. Does NOT make changes upon errors. Only sugg...
Autonomous Debugging
AI executes code in local or sandboxed environments to test and validate functionality. Upon errors: • Makes changes au...
Automatic Commit Messages
AI generates summary of changes for commits based on changed code. Automatic commit message generation from diffs.
Testing
Manual Testing
Traditional manual testing and QA processes: • No automated test generation • No AI-driven testing • Manual execution of...
Code Coverage Analysis
AI: • Identifies untested code • Generates tests for uncovered functions Helps improve test coverage.
Ai-powered PR Walkthrough
AI generates walkthrough descriptions for pull requests. • Descriptions from code • Instructions for reviewers • Summar...
Writing Specs In TDD
AI assists in generating tests that are the specification of code to produce later. Test-Driven Development (TDD) and B...
Pentest Design
AI assists in: • Penetration test planning • Elaborating different test cases • Following security practices
Script Injection Tests
AI scans code for potential: • SQL injection • Prompt injection • Script injection
OWASP Top Ten Analysis
AI analyzes code for vulnerabilities in accordance with the OWASP Top 10 security issues. Security audit against standa...
Automated Test Plan Generation
AI generates comprehensive test suites covering: • Happy paths • Edge cases • Rare scenarios Can cover manual and web-b...
Automated PR Review
AI reviews pull requests with context-aware suggestions as first step before human review. • Follows organizational sta...
Test Execution & Auto-fix
AI: • Runs tests • Automatically fixes failures Autonomous test repair.
Task Completion Analysis
AI analyzes PR compliance with task requirements. Verifies that the PR delivers what was requested in the task.
Testing Guidelines Verification
AI reviews existing tests against org guidelines to verify compliance: • Existing tests quality • Coverage levels • Edge...
API Manual Tests
Autonomous API testing through: • Command line tools • API interfaces AI executes and validates API responses.
Generate Testing Data
AI generates dummy/test data based on automatic detection of data model types. Creates realistic test datasets.
Browser Automation Testing
AI: • Launches browser • Interacts with UI • Captures screenshots • Captures console logs For testing web interfaces.
Pre-commit Credential Scanning
AI scans for credential leaks before commits. Prevents accidental secret commits.
Deployment
Non-AI Deployment Scripts
Traditional deployment processes: • Manual server configuration • No AI-assisted automation • Standard deployment script...
Ci/cd Pipeline Automation
AI creates pipelines that run in: • GitHub Actions • GitLab CI/CD • Other CI/CD platforms
Design Deployment Plans
AI helps create deployment plans based on non-functional requirements: • Scalability • Performance • Availability • Secu...
Cost & Usage Analysis
AI analyzes infrastructure: • Cost patterns • Usage metrics • Optimization opportunities
Release Notes Generation
AI automatically generates: • Release notes • Documentation of changes From commit history and PRs.
CLI Deployment Automation
AI automates deployment commands and scripts via CLI agent. Command-line driven deployment.
Analyze Deployment Issues
AI: • Diagnoses potential deployment issues • Suggests fixes Helps troubleshoot failed deployments.
Describe Infra Setup
AI describes the actual infrastructure setup by chatting with a conversational agent. Ask questions about your infrastr...
Maintenance
Manual Monitoring
Traditional monitoring: • Manual log review • System monitoring without AI • No AI-powered anomaly detection
Bug Fixing Assistance
AI assists in: • Identifying bugs • Fixing bugs Human-guided bug resolution.
Conversational Bug Fixing
AI fixes bugs autonomously after confirmation from a human via conversational agent. Chat-based bug fixing workflow.
Code Documentation Updates
AI updates and maintains code documentation as changes occur. Keeps docs in sync with code.
README Auto-updates
AI automatically refreshes the README when important changes occur: • Functionalities modified • API endpoints changed •...
Autonomous Triage
AI classifies errors in different severity levels to decide actions: • If on-call support is needed • Priority of fixes ...
Runbooks Creation & Maintenance
AI assists in: • Identification of necessary runbooks • Their scripts • Maintenance based on code changes
Project Documentation Updates
AI updates and maintains project documentation. Keeps project docs current.
Real-time Diagnostics & Reporting
AI analyzes metrics and logs and reports: • Potential errors • Anomalies Through conversational agent (e.g. on Slack).
Autonomous Bug Fixing
AI fixes bugs autonomously without human intervention. Fully automated bug resolution.