| name | venture-development-frameworks |
| description | Frameworks, rubrics, and evaluation playbooks for venture review, opportunity discovery, hypothesis testing, user-centric validation, stage-gate capital deployment, and scaling high-impact social and technical ventures. |
Venture Development & Evaluation Frameworks
This skill provides a comprehensive operational toolkit for AI subagents, incubators, venture studios, and strategists to discover, de-risk, evaluate, and scale high-impact social and deep-tech ventures.
Frameworks for venture review, evaluation, and execution are categorized into four distinct operational phases:
- Opportunity Discovery & Deep-Tech Innovation
- Hypothesis-Driven Validation & Product-Market Fit
- User-Centric & Strategic Value Architecture
- Stage-Gate & Capital Deployment Methodologies
1. Opportunity Discovery & Deep-Tech Innovation
Ramesh Raskar’s SPOT-PROBE (MIT Media Lab / REDX)
Designed to prevent "aiming the cannon in the wrong direction" by separating problem space analysis from solution execution. It avoids jumping into building before rigorously dissecting domain realities.
- Core Sequence: Spot (identify grand challenges, build problem canvases, map stakeholders/resources) $\rightarrow$ Probe (deconstruct root causes, run small low-cost technical/domain probes) $\rightarrow$ Grow (stakeholder adoption) $\rightarrow$ Launch (scale).
- Key Mechanisms:
- Brainswarming over traditional brainstorming.
- Time-Cost-Reach findings plots.
- Hexagon of Ideas (evaluating multi-disciplinary fusion).
- Best Used For: Hard-tech, deep-tech, AI/hardware convergence, and social impact ventures tackling grand challenges where the exact problem definition is obscured by technical noise.
- Reference: How to Think Like an MIT Media Lab Inventor: Ramesh Raskar at TEDxBeaconStreet
Google X "Moonshot" Methodology
Evaluates frontier technology ventures through a brutal, fast-de-risking filter.
- Core Criteria (3-Part Intersection):
- A huge problem affecting millions/billions.
- A radical, sci-fi-sounding proposed solution.
- A breakthrough technology that makes the solution plausible within 5–10 years.
- Key Mechanism: Kill-Fast Culture & Monkey-First Principle. If a project requires training a monkey to recite Shakespeare while standing on a pedestal, you build the monkey's training first, not the pedestal. Focus immediately on the hardest technical bottleneck rather than low-hanging operational wins.
- Best Used For: Frontier ventures, venture studios, and breakthrough R&D labs.
2. Hypothesis-Driven Validation & Product-Market Fit
Eric Ries’ Lean Startup Framework
Focuses on eliminating waste by managing uncertainty through rapid iteration and empirical validation.
- Core Loops: Build $\rightarrow$ Measure $\rightarrow$ Learn via Minimum Viable Products (MVPs).
- Key Concepts:
- Validated Learning: Testing fundamental hypotheses (Value Hypothesis vs. Growth Hypothesis) via controlled experiments.
- Pivot vs. Persevere: Structural review gates to decide whether to alter strategy or double down on current traction metrics.
- Best Used For: Software-driven ventures, consumer internet, and early-stage SaaS seeking initial traction under extreme market uncertainty.
Steve Blank’s Customer Development Method
The predecessor and strategic backbone to Lean Startup, explicitly separating customer discovery from product execution.
- Four-Step Model: Customer Discovery $\rightarrow$ Customer Validation $\rightarrow$ Customer Creation $\rightarrow$ Company Building.
- Core Principle: "Get Out Of The Building" (GOOTB). Hypotheses are tested directly against user feedback to confirm customer-problem fit before writing substantial code or allocating capital.
- Best Used For: B2B, enterprise sales, and early-stage technology startups validating market demand prior to scaling sales ops.
3. User-Centric & Strategic Value Architecture
Strategyzer (Osterwalder & Pigneur) — Business Model & Value Proposition Canvas
Visual frameworks used to map, test, and pivot core commercial logic.
- Key Components:
- Business Model Canvas (BMC): Synthesizes 9 building blocks (Value Propositions, Channels, Customer Relationships, Revenue Streams, Key Activities, Key Resources, Key Partners, Cost Structure).
- Value Proposition Canvas: Zoomed-in alignment mapping Customer Profile (Jobs, Pains, Gains) directly against the Value Map (Products/Services, Pain Relievers, Gain Creators).
- Best Used For: Executive venture reviews, board-level strategic alignment, and auditing structural risk in existing business models.
Clayton Christensen’s Jobs-to-be-Done (JTBD)
Focuses on consumer motivation rather than superficial demographics.
- Core Premise: Customers do not buy products; they "hire" products or services to perform a specific "job" and achieve progress in a specific context.
- Key Mechanisms: Uncovers functional, emotional, and social dimensions of consumption to identify underserved needs and true competitive alternatives (e.g., a morning milkshake competing with a bagel, a banana, or boredom during a commute).
- Best Used For: Product redesigns, market expansion, and discovering non-obvious market opportunities.
Jake Knapp’s Design Sprint (GV / Google Ventures)
A compressed 5-day process to answer critical business questions through design, prototyping, and testing ideas with final users.
- Sequence: Day 1: Map $\rightarrow$ Day 2: Sketch $\rightarrow$ Day 3: Decide $\rightarrow$ Day 4: Prototype $\rightarrow$ Day 5: Test.
- Best Used For: Rapidly de-risking high-stakes feature sets, new product verticals, or UI/UX paradigms before committing engineering resources.
4. Stage-Gate & Capital Deployment Methodologies
Disciplined Entrepreneurship (Bill Aulet / MIT)
A rigorous, systematic 24-step framework designed to take academic or technical research to market systematically.
- Key Milestones: Calculating Total Addressable Market (TAM) for the beachhead market, defining the Persona, mapping the Decision-Making Unit (DMU), calculating Customer Acquisition Cost (COCA) vs. Lifetime Value (LTV), and designing a scalable business model.
- Best Used For: University spin-outs, engineering founders, and structured accelerator programs.
Stage-Gate System (Robert G. Cooper)
A formal management framework dividing the innovation process into distinct stages separated by evaluation gates.
- Structure: Idea Generation $\rightarrow$ Gate 1 (Scoping) $\rightarrow$ Stage 1 $\rightarrow$ Gate 2 (Business Case) $\rightarrow$ Stage 2 (Development) $\rightarrow$ Gate 3 (Testing) $\rightarrow$ Stage 3 (Launch).
- Best Used For: Hardware ventures, medical devices, deeptech, and corporate venture builders where capital commitments grow exponentially at each phase.
📊 Summary Comparison Matrix
| Methodology | Primary Goal | De-risking Vector | Ideal Venture Stage |
|---|
| SPOT-PROBE | Problem formulation & solution probing | Misaligned problem selection / blindspots | Pre-Ideation / Research Lab |
| Google X Moonshot | Radical de-risking of breakthrough tech | Bottleneck technical feasibility | Frontier R&D / Studio |
| Lean Startup | Iterative product development | Market acceptance & adoption velocity | Early Stage / MVP |
| Customer Dev | Validating market & buyer persona | Commercial & sales model mismatch | Pre-Seed / Seed |
| Design Sprint | Rapid UX & feature prototyping | Usability & functional value alignment | Any / Feature Addition |
| Jobs-to-be-Done | Identifying context-driven consumer jobs | Surface-level demographic misalignment | Product Positioning |
| Strategyzer Canvas | Strategic business model mapping | Structural unit economics & partner risks | Executive Review / Pitch |
| Disciplined Ent. | End-to-end execution blueprint | Unit economics & market sizing bottlenecks | Seed / Early Commercialization |
| Stage-Gate | Governance & capital allocation | Financial & regulatory execution failure | Scale-Up / Hardware / Corporate |
🤖 Agent Execution Guide: Framework Selection Protocol
When evaluating or orchestrating a venture, agents should select the framework based on venture maturity and de-risking requirements:
- Pre-Ideation / Problem Definition Phase: Activate SPOT-PROBE (to avoid building for false problems) or Google X Moonshot (if confronting deep technical bottlenecks using the Monkey-First Principle).
- Customer & Value Mapping Phase: Apply Customer Development (GOOTB) alongside Jobs-to-be-Done (JTBD) to map true user motivations.
- Prototyping & UX De-risking Phase: Run a Design Sprint (5-day rapid cycle) or Lean Startup MVP loop (Build-Measure-Learn).
- Business Model & Market Sizing Phase: Synthesize using Strategyzer Canvas (BMC/VPC) and Disciplined Entrepreneurship (TAM, Persona, DMU, COCA vs. LTV).
- Capital Deployment & Scaling Phase: Enforce Stage-Gate governance to validate criteria before committing capital or launching spin-offs.
