Power your AI agents with the world’s first dataset of proven business experiments.

Built by David J. Bland, lead author of Testing Business Ideas, trusted by innovation leaders worldwide.

The Challenge

Most AI agents give generic answers because they’re trained on unproven business advice. Without validated experiment data, their guidance can mislead teams and waste millions in R&D.

Teams end up trusting intuition over insight, and innovation stalls.

The Precoil Experiment Library changes that. It’s an AI-ready dataset of 50+ validated business experiments designed to train copilots, agents and innovation systems to make evidence-based recommendations that drive measurable results.

The result?

AI that helps teams make smarter decisions faster

Inside the Precoil Experiment Library

A preview of the structured experiment records included in the library, each with DVF coverage, experiment type, and metadata for cost, evidence strength, setup, and run time.

Value Proposition Test

desirability

Present your value proposition to target customers to understand if it communicates the intended benefit and drives engagement.

Concept Test $ low evidence: medium setup: short run: short

Single Feature MVP

desirability viability feasibility

A functioning minimum viable product with this single feature needed to test your assumption.

Prototype Test $ high evidence: strong setup: medium run: long

Letter of Intent

desirability viability feasibility

Short, written contract that is simple to read and not legally binding.

Market Test $ low evidence: medium setup: short run: short

The full library includes dozens of structured experiments used to test desirability, viability, and feasibility risks. Each experiment has its own metadata for cost, evidence strength, setup, run time, previous, next and experiment pairings.

The library is designed to power experimentation systems, internal copilots, and decision workflows.

Who this is for

Enterprise Teams

Build internal copilots that guide teams with proven, structured experimentation data.

Consulting Firms

Deliver smarter client recommendations and frameworks powered by the same validated experiments trusted by global innovation leaders.

Solo Consultants

Level up your workshops, sprints, and strategy sessions with tested experiments that reduce risk and boost client confidence.

We help some of the most influential companies in the world…

YOUR INPUTS Business Assumptions Beliefs you're betting on Risk Taxonomy Desirability · Viability · Feasibility Experiment Patterns Validated test frameworks PRECOIL EXPERIMENT LIBRARY Decision Infrastructure Layer Machine-readable · LLM-agnostic · No hosted dependency 50+ validated experiments (CSV + JSON) INTEGRATES INTO AI Decision Agents Evidence-backed reasoning loops Vector / RAG Pipelines Surface experiments at query time Internal Copilots Dashboards · Innovation systems Workflow Automation Notion · Airtable · Any stack Prompt Guardrails Phase-scoped LLM schemas Custom Reporting Evidence rank · Cost · Confidence Zero hosted dependency · Any model · Any AI provider · Any enterprise stack

The Precoil Experimentation Library can plug directly into tools like the Testing Business Ideas Claude skill to recommend structured experiments for the assumptions you extract.

Choose the license that fits your scale and use case, from solo consulting to enterprise agents.

  • Professional

    For solo consultants and practitioners doing freelance work.

    Full Precoil Experimentation Library in CSV + JSON formats

    Metadata for every experiment: cost, evidence strength, setup/run time, and risk type 

    Documentation package: manifest, data dictionary, and README 

    Quarterly dataset updates with refinements and new experiments 

    Secure delivery and version control with unique license ID

    Licensed rights for internal use within your consulting practice

    Attribution and support for referencing Precoil frameworks in your materials

  • Consulting Partner

    For firms embedding experimentation into client projects.

    Full Precoil Experimentation Library in CSV + JSON formats

    Metadata for every experiment: cost, evidence strength, setup/run time, and risk type 

    Documentation package: manifest, data dictionary, and README 

    Quarterly dataset updates with refinements and new experiments 

    Secure delivery and version control with unique license ID

    Licensed Partner rights for use within your consulting practice

    Attribution and referral rights for introducing client organizations to Precoil

  • Enterprise

    For corporations building internal copilots or innovation platforms.

    Full Precoil Experimentation Library in CSV + JSON formats

    Metadata for every experiment: cost, evidence strength, setup/run time, and risk type

    Documentation package: manifest, data dictionary, and README

    Quarterly dataset updates with refinements and new experiments

    Secure delivery and version control with unique license ID

    Enterprise license agreement providing organization wide internal use rights

    Integration guidance for embedding the dataset into your copilots or internal tools

Get detailed pricing, license options, and see how the Precoil Library fits your innovation strategy.

Tell us a bit about your company and how you plan to use the Precoil Experimentation Library. We’ll respond with details, pricing, and next steps for your license.

Here are answers to some common questions before licensing the library.

FAQs

  • Each license includes the Precoil Experimentation Library in both CSV and JSON formats.

    You’ll also receive documentation — including a manifest, data dictionary, and README — to make it easy to integrate with your copilots, RAG systems, or innovation tools.

  • Licenses are for internal use only within your organization or firm.

    Consulting Firms can use the library to guide client work, but clients themselves need their own license if they want to use or integrate the dataset directly.

  • The library is updated quarterly, with refinements, new experiments, and improved metadata based on current industry practice.

    License holders automatically receive access to the latest version at no additional cost during their license term.

  • Submit a request through the form above or email contact@precoil.com.

    We’ll review your intended use, confirm the right license tier, and send a brief agreement along with secure access to your version of the dataset.