How we stress test every company.

AskCyborg uses multi-agent analyst debate to produce the part of an argument that survived stress-testing, not the consensus that nobody pushed back on. The Cyborg Score (1-10) is the synthesized rating across seven dimensions and hundreds of data points per company.

The analyst-debate framework

Most company-research products produce a single perspective: one analyst writes one report, one consensus rating. The reader gets whatever that analyst already believed.

AskCyborg does the opposite. Every company goes through a panel of AI analysts arguing with each other about each material claim — bull vs. bear, strategic strengths vs. structural risks, named competitive pressures, financial-health signals vs. headline noise. Each major claim is challenged by an opposing analyst, defended, and either survives or gets rewritten.

What appears in the final report is only the part that survived the debate. Claims that fell apart under stress-testing get filtered out. Claims that held up but with caveats get the caveats attached.

The audio briefing (~15 minutes per company) is an edited version of the actual debate. Listeners hear the disagreement directly rather than getting the smoothed-over consensus.

The seven dimensions

1. Business Overview — how the company creates and captures value
2. Financial Performance — revenue, profitability, balance-sheet health, cash flow
3. Competitive Landscape — market share, named competitors, barriers to entry, moats
4. Products & Services — portfolio depth, innovation pipeline, market fit
5. Operations & Efficiency — operational metrics, supply chain, cost structure
6. Growth Trajectory — historical growth, addressable market, expansion paths
7. Management & Execution — leadership track record, strategic decisions, culture

What each Cyborg Score band means

• 9-10 Exceptional — category-defining leadership with sustainable competitive advantages
• 7-8 Strong — solid fundamentals with clear competitive advantages and growth trajectory
• 5-6 Solid but mixed — notable strengths balanced by meaningful gaps or uncertainties
• 3-4 Challenged — significant headwinds, execution risks, or structural weaknesses
• 1-2 Distressed — major structural problems requiring significant intervention

Coverage

Millions of public and private companies across 195 countries. Coverage extends beyond the largest names — early-stage private companies, regional mid-caps, public companies on emerging-market exchanges, and recently-funded startups all get the same analyst-debate treatment.

In your AI assistant

AskCyborg publishes an official Model Context Protocol server so AI assistants like Claude, Cursor, Cline, Continue, Windsurf, and ChatGPT can call the corpus directly. Install in 10 seconds →