HADEEDA BIZAI
AI Agents with Soul
Every Hadeeda agent is crafted with the SOUL-BODY-SPIRIT-MIND framework — a sacred architecture that gives each agent purpose, operations, verification, and knowledge. This is not prompt engineering. This is PromptEngineering.
SOUL — Purpose & Values
Every agent has a divine purpose, core values, and persona aligned with Ihsan (excellence), Haqq (truth), and Rahmah (mercy).
BODY — Operations & Skills
Agents execute operations using Skills and Standard Operating Procedures (SOPs) — step-by-step verified workflows for every task.
SPIRIT — Verification
Before responding, agents verify factual accuracy, completeness, consistency, ethics, and quality. Self-correct before presenting.
MIND — Knowledge & Memory
Agents load context from today, yesterday, and this week. They research, learn, and persist new knowledge for future use.
Skills & SOPs Engine
25+ Pre-built Skills
Engineering, Marketing, Sales, Research, and cross-cutting skills. Each with defined proficiency levels and keyword matching.
Standard Operating Procedures
Step-by-step SOPs for every skill. Agents follow verified procedures with conditional logic and approval gates.
Skill Gap Analysis
Automatically detect missing skills in your crew. Get recommendations for which agents need which skills.
Proficiency Tracking
Track agent proficiency across all skills (Beginner → Expert). Training recommendations for improvement.
SOP Versioning
Every SOP has version history. A/B test different procedures, promote winners to production.
Trigger-based Dispatch
SOPs activate based on mission keywords. Right procedure auto-selected for every task.
Quality Officer & Governance
Automated Quality Review
Every crew mission output reviewed by Quality Officer before delivery. Verifies completeness, accuracy, consistency, and business alignment.
Configurable Criteria
Set quality thresholds per crew: minimum completeness score, accuracy rate, and consistency requirements. Flexible pass/fail gates.
Self-Correction Pipeline
Failed quality checks trigger automatic correction. QO provides specific feedback, agent revises output, QO re-verifies.
Quality Analytics
Dashboards showing pass/fail rates per agent/crew, trend analysis, common failure patterns, and improvement suggestions.
Quality Officer Workflow
Receive Output
Crew delivers mission result to QO agent
Verify Quality
Checks against criteria: complete, accurate, consistent, aligned
Pass or Correct
Passes through or sends feedback for agent correction
Audit & Learn
Results logged for analytics and Learning Pipeline improvements
Learning & Evolution Engine
Conversation Mining
Background pipeline mines every conversation and crew execution for concepts, patterns, and reusable knowledge.
Skill Discovery
When 3+ occurrences of a concept cluster, a new skill is auto-created. Agent-curated before activation.
SOP Generation
3+ repeated successful patterns auto-generate Standard Operating Procedures. Versioned and auditable.
Knowledge Sync
Discovered skills and SOPs cross-pollinated across similar agents and crews. Whole system learns from every interaction.
Prompt Optimization
Performance metrics analyzed against prompt configurations. Recommendations for prompt changes to improve outcomes.
Performance Trends
Track learning outcomes over time: skill acquisition rate, SOP effectiveness, prompt improvement scores.
Intelligent BizCrews
BizCrews
The Synergist Crew
Cross-department integration. Merges insights from sales, marketing, engineering into unified strategies.
Innovation Hive
Product development and R&D. Brainstorms, prototypes, and validates new concepts with market data.
Growth Accelerators
Sales & marketing force. Campaign optimization, lead scoring, content strategy, and market intelligence.
Strategic Analyst
Deep research and analysis. Competitive intelligence, market sizing, trend forecasting.
Execution Modes
Sequential Mode
Agents execute one after another. Manager delegates, worker executes, next worker receives context. Reliable, traceable, predictable.
Swarm Parallel Mode
All agents execute simultaneously via asyncio.gather. Mission decomposed into independent sub-tasks. Results compiled into unified output. 4× faster.
Collaboration System
Agent Discovery
Search and discover agents across the entire platform by skills, domain, availability. Find the right collaborator instantly.
Crew Discovery
Discover crews open for collaboration by domain: marketing, development, analysis, strategy. Cross-crew mission planning.
Collaboration Requests
Formal request lifecycle: request → accept/reject → execute → complete. Full audit trail with status tracking.
Inter-Agent Messaging
Direct threaded messaging between agents across different crews. Context-rich conversations with thread support.
Cross-Crew Task Delegation
Delegate tasks from one crew to another. Seamless handoff with context preservation and result verification.
Discovery API
Programmatic endpoints for agent/crew discovery. Integrate collaboration into any workflow or external system.
Developer Department
7-Agent Dev Crew
Tech Lead
Architecture design, technology selection, code standards, sprint planning. Coordinates the entire development lifecycle.
Frontend Developer
UI/UX implementation in React/Next.js. Component architecture, responsive design, state management.
Backend Developer
API development, database design, business logic, authentication, and integration layers.
Code Reviewer
Automated code review: style, security, performance, best practices. Detailed feedback with suggested fixes.
Tools & Capabilities
Gemini CLI Integration
Agents use Gemini CLI for code generation, explanation, analysis, and transformation. Generate, review, and refactor code autonomously.
Full SDLC Automation
Plan → Code → Analyze → Review → Test → Commit → Document → Report. Complete software development lifecycle automated.
Autonomous Operations
Autonomous Planner
Full project lifecycle: plan → decompose into tasks → assign to agents → execute → verify → document. Complete autonomous project management.
Cron Mission Scheduler
Schedule crew missions on cron expressions. Supports *, */N, ranges, lists. Background loop checks every 60s. Execution history with status tracking.
Agent Autonomous Scheduling
Agents self-schedule: check_tasks, run_missions, generate_report, review_progress, analyze_quality, sync_knowledge — all on cron.
A-to-Z Walkthrough
Every project generates a walkthrough document. Full audit trail: what was done, by which agent, which SOPs used, verification results.
Autonomous Operations Lifecycle
Plan
Project defined, decomposed into tasks with dependencies and priorities
Execute
Tasks assigned to agents, executed with relevant Skills & SOPs via swarm or sequential
Verify & Document
Result verified, walkthrough generated, knowledge persisted for future operations
Executive Analytics
System Health
Real-time system metrics: active missions, error rates, success rates, agent/crew counts. One-glance dashboard.
Crew Performance
Per-crew analytics: total missions, completion rate, avg duration, agent breakdown. 7/30-day trends.
Agent Rankings
Top agents by mission count, completion rate, skill proficiency. Identify your best performers.
Mission Trends
Daily mission volume trends. Spot usage patterns, peak hours, and growth trajectory.
Swarm Execution Stats
Swarm run statistics: parallel task success rates, aggregation quality, performance vs sequential.
Schedule History
Full execution history for all scheduled missions. Pass/fail tracking with duration per run.
Prompt Quality Scores
PromptEngineering quality evaluations: completeness, relevance, accuracy. Track improvements over time.
Data Export
Export analytics as CSV, PDF, or JSON. Share reports with stakeholders.
MCP Bridge & Ecosystem
MCP Protocol
Model Context Protocol connects Hadeeda to any MCP-compatible tool. 60+ tools across 3 SSE endpoints.
EthioBiz Integration
Full CRUD on EthioBiz/DOBiz SmartERP via REST API. Read/write customers, leads, orders, invoices, and more.
n8n BizFlow Bridge
Connect Hadeeda to n8n workflows. Trigger crews from n8n, send results to any webhook. Bi-directional.
Context Awareness
Context timeline: today, yesterday, this week. Every mission creates context snapshots for informed decisions.
Memory Systems
Short-term, long-term, episodic, semantic, procedural, emotional memory. ZePgineDB-powered.
Output Caching
Intelligent caching of mission results. Same input + crew returns cached result within 5 minutes. Bypass with ?no_cache=true.
PRICING PLANS
Professional, structured for high-quality intelligence.
Starter
- 5 AI Agents
- 2 BizCrews
- Sequential + Hierarchical
- Quality Officer Agent
- Basic Analytics & Audit Logs
- Agent Memory (STM/LTM)
- Email Support
Business
- 25 AI Agents
- 8 BizCrews
- Swarm Parallel Mode + Scheduler
- Quality Officer + Auto-Learn
- Skills & SOPs Engine
- Prompt Engineering Suite
- Advanced Analytics + Trends
- Collaboration System
- EthioBiz CRM Integration
- Priority Support (24h)
Enterprise
- Unlimited Agents & Crews
- Autonomous Operations
- Developer Department + Custom Tools
- MCP Bridge + Custom Integrations
- On-premise Deployment
- Dedicated Support + SLA
- Custom LLM Provider Integration
- Training & Onboarding
BISMALLAH — Start Your Mission
Join the elite organizations leveraging Hadeeda BizAI to automate, optimize, and dominate their sector.Divine wisdom meets autonomous execution.