GoProfy Analysis System
Version 1.0
GoProfy evaluates a business concept across three sequential tiers, each one building on the output of the previous. Every tier applies a different analytical lens: Tier 1 determines whether the market opportunity is real, Tier 2 maps competitive forces and future scenarios, and Tier 3 converts that diagnosis into a concrete six-month execution plan.
The system does not summarize what you already know. It infers what you haven't seen yet.
Tier 1 — Market Analysis
Is there a real opportunity here?
The model opens with a structured decomposition of the business idea across six weighted dimensions: Market/Niche, Competition, Pain Point, Go-to-Market, User Experience, and Technology. Each dimension carries a different weight based on its structural impact on viability. The output is a Viability Score (0–100) — not a simple average, but a weighted synthesis that penalizes critical weaknesses more heavily than secondary ones.
Internal Processing Layers
| Layer | Function |
|---|---|
| Category Scoring | Scores each dimension on its own scale according to strategic weight |
| Gap Analysis | Calculates the percentage gap to full potential and identifies which dimensions drive it |
| Investor Lens | Simulates a seed-stage investor perspective: what they would ask, challenge, and need to see |
| Priority Action Matrix | Organizes actions by time horizon: this week / this month / this quarter / watchlist |
| Quick Wins (7-day) | Generates concrete validation actions with defined success thresholds before writing a line of code |
Each layer takes the output of the previous one and reframes it. Scoring surfaces the gap; the gap generates priorities; priorities generate actions with measurable thresholds.
Tier 2 — Competitiveness Diagnosis
How are you positioned in the real competitive landscape?
With Tier 1 as its foundation, the model shifts from analysis to dynamic diagnosis. Tier 2 identifies three simultaneous competitive dynamics: Potential (available virtuous cycle), Vulnerability (internal structural resistance), and Threat (external structural tension). These forces are mapped and weighted to produce future scenarios with assigned probabilities.
Internal Processing Layers
| Layer | Function |
|---|---|
| Competitive Dynamics | Classifies environmental forces as virtuous cycles, structural resistances, or external tensions |
| Architecture of Scenarios | Generates three possible states (Optimal / Tension / Critical) with probabilities and state-specific drivers |
| JTBD Persona | Builds the customer profile from the job they're trying to get done |
| Positioning Path | Maps the delta between current and target market perception with repositioning steps |
| Competitive Moat | Identifies the proprietary mechanism that makes the core advantage difficult to replicate |
| Validate This Week | Generates three validation experiments with 7-day confirmation metrics |
Scenarios are not predictions. They are conditional structures. Each state carries its own action verbs — Leverage / Fortify / Solidify in the Optimal state; Reconfigure / Overhaul / Revamp in the Critical state.
Tier 3 — Strategic Plan & Sustainability
How do you execute over the next six months?
Tier 3 is where analysis becomes operational roadmap. It takes everything from previous tiers and translates it into 18 actions distributed across three strategic axes and six months: Business Sustainability, Market Growth, and Talent & Capabilities.
Internal Processing Layers
| Layer | Function |
|---|---|
| Action Map (3×9×18) | Decomposes strategy into atomic actions with explicit monthly timing |
| Week 1 Sprint | Day-by-day plan for the first 7 days with concrete deliverables |
| Context Mapping | If/then contingency responses for 6 threats and 6 opportunities |
| Kill Switches | Stop-and-pivot conditions with observable signals and threshold metrics |
| KPI Dashboard | 5 key metrics with Month 1 baseline and Month 6 target |
On Kill Switches: These are not failure alerts. They are early recalibration triggers. If MRR does not exceed $500 in 60 days, the system surfaces a specific signal and redirects the founder toward a defined pivot.
Cognitive Architecture
What makes GoProfy distinct is not that it generates analysis. It's how it reasons about information.
Weighted Inference, Not Description
The model infers what founders haven't seen: the segment that doesn't self-identify as a buyer, the indirect competitor that doesn't show up in a search, the timing window that closes if no action is taken this week.
Cross-Tier Semantic Coherence
All three tiers share a common semantic backbone. Gap Analysis from Tier 1 feeds Vulnerability in Tier 2, which generates Kill Switches in Tier 3. These are successive layers of the same reasoning chain.
Calibrated Action Language
In the Optimal scenario: Leverage, Fortify, Solidify — amplification verbs. In the Critical scenario: Reconfigure, Overhaul, Revamp — disruption verbs. This is a semantic instruction that changes the type of decision required.
Temporal Resolution
| Resolution | Horizon | Purpose |
|---|---|---|
| Quick Wins | Today | Immediate validation |
| Week 1 Sprint | Days 1–7 | Momentum and early signals |
| Gap Closure | This month | Address critical structural weaknesses |
| Growth Platform | This quarter | Build defensible competitive position |
Score Breakdown Structure
| Dimension | Max Score | Weight Class |
|---|---|---|
| Market / Niche | 20 | Standard |
| Competition | 20 | Standard |
| Pain Point | 15 | High |
| Go-to-Market | 15 | High |
| User Experience | 15 | High |
| Technology | 15 | High |
| Total | 100 | — |
GoProfy · System Technical Documentation · v1.0 · 2026
Analysis outputs are AI-generated and indicative. Always validate with your own research and professional advisors.