Problem
Core User Problem:
The complexity and immense time required to create deep, comprehensive analytical reports. This is a bottleneck in research and decision-making.
Shortcomings of Existing Solutions:
- Lack of transparency and limited control over AI tools ("black boxes").
- Tendency of single LLMs to "hallucinate" and lack of cross-verification.
- Difficulty in transforming scattered ideas and notes into coherent documents.
Solution
- Hybrid System: Combines multi-agent orchestration (LLM) with hard-coded algorithms for structural control.
- Fully Automated Reports: Customizable reports (2-200+ pages) with support for uploading proprietary materials.
- Multi-Agent Verification: AI agents challenge and cross-verify each other's findings, with source citations.
Key Metrics
- Number of early access sign-ups.
- Conversion rate (free -> paid).
- Average number of reports per active user.
- Engagement rate (frequency of use, depth of customization).
Unique Value Proposition
Intelligent research reports that think like analysts and act like teams. Transform any complex query or scattered notes into a professional, structured, and verified report in minutes.
Channels
- Landing page (direct traffic).
- Social media and communities (Telegram, GitHub, X).
- Content marketing (blog, case studies).
Customer Segments
- Startups and entrepreneurs.
- Research and corporate teams.
- Academics (researchers, students).
- Government and policy analysts.
- Consultants.
Unfair Advantage
- Proprietary Orchestration Engine: Dynamically coordinates multiple AI agents and applies hard-coded algorithms to ensure accuracy and structure.
- Synergy of LLM Flexibility and Architectural Reliability: Combines creativity and synthesis with control over structure, validation, and formatting.
Cost Structure
- API costs for third-party LLMs (OpenAI, Anthropic, etc.).
- Development and maintenance costs for the orchestration engine.
- Team salaries.
- Hosting and infrastructure costs.
- Marketing and sales expenses.
Revenue Streams
- SaaS Subscription (Freemium Model):
- Starter (Free)
- Professional ($49/mo)
- Team ($199/mo) - Enterprise (Custom): Custom solutions, including white-labeling and dedicated support.
- API Access for corporate clients.