Find your way around Good Combinator.
Explore our programs, people, industries, and resources. Start with the programs, or discuss a project with Doug.
Programs, organization, and resources
- Good Combinator | Applied AI Ecosystem
Good Combinator is the canonical applied AI ecosystem for platform infrastructure, capital, research, AI Coop, Deep Reason, and 12 focused AI clusters.
- About Good Combinator | People, Programs & Purpose
Meet founder Doug Liles and explore Good Combinator’s practical AI learning, Agent Foundry, FDE Certification, sponsorship demo and organizational project paths.
- AI Consulting for Nonprofits
AI consulting and implementation for nonprofits. Good Combinator helps mission-driven organizations build sharper operations, smarter fundraising, and measurable impact with artificial intelligence.
- AI Coop
AI Coop is the Good Combinator collaboration path for AI researchers, founders, sponsors, and builders who need shared datasets, tools, and project coordination.
- AI Readiness Scorecard
Score your organization's AI readiness in under two minutes. Get a grounded tier and a clear next step—not a slide deck full of buzzwords.
- AI for Social Impact: How Technology Is Accelerating Mission-Driven Change
Explore how AI is driving measurable social impact in healthcare, education, environment, and more. A practical guide for nonprofits and social enterprises.
- Apply to Build
Apply to build with Good Combinator. Founder and technical-builder intake for AI-native companies, applied AI agents, vertical AI startups, residency paths, capital support, and commercialization help.
- AI Assessment
Request an AI assessment for your nonprofit, social impact organization, or applied AI operating team.
- Blog — AI Startup Insights, Founder Guides & Nonprofit Tech
Actionable insights on AI startups, fundraising, product-market fit, founder evaluation, and nonprofit technology from the Good Combinator team.
- Books
Books by Douglas Liles, founder of Good Combinator, with direct links to his Amazon author page and related Good Combinator resources.
- Business Projects & Partnerships
Bring a business challenge, venture idea, or research question to Good Combinator. Explore applied AI, talent development, commercialization, and partnership paths.
- Capital Engine
Good Combinator's capital engine connects sponsors, benefactors, investors, and strategic funders with AI founder programs, venture-building opportunities, startups, and commercialization pathways.
- Case Studies — Good Combinator Operating Patterns
See the operating patterns Good Combinator looks for when applied AI builders move from early signal to durable momentum.
- Construction AI
Good Combinator's construction AI vertical helps technical founders and construction partners turn jobsite workflows into pilotable AI products, agents, and certification paths.
- Contact Good Combinator | AI Venture Studio
Contact Good Combinator about founder applications, partnerships, AI venture studio opportunities, technical talent, capital, place-based programs, or general ecosystem inquiries.
- IT, Data Science, and Automation
A standalone Good Combinator vertical page for IT, data science, analytics, AI operations, and automation ventures powered by the FL3Ai.com partner network.
- Deep Reason
Deep Reason is the Good Combinator reasoning and decision-support track for complex AI planning, evaluation, and operational judgment workflows.
- Defense AI
Good Combinator Defense is the cluster for responsible dual-use AI, logistics, readiness, resilience, compliance-heavy workflows, and accountable operations.
- DevTools
Good Combinator DevTools is the cluster for developer infrastructure, agent tooling, workflow automation, and reusable technical systems.
- Interactive Forward Deployed Engineer Ecosystem
See how Good Combinator connects FDE learning, verified evidence, sponsor challenge matching, solution development, and real-world deployment.
- Environment AI
Good Combinator Environment is the cluster for environmental monitoring, resilience workflows, civic data, conservation tooling, and public-interest AI.
- Equity Impact Calculator
Compare your cap table with and without an accelerator-style deal. Model dilution, valuation lift, and founder ownership at Series A.
- Point Preserve AI Impact Summit
Good Combinator is sponsoring the Point Preserve AI Impact Summit, a one-day applied AI gathering hosted at Point Preserve in Santa Rosa Beach, Florida.
- Good Combinator, Explained | Learn AI. Make It Matter.
Understand Good Combinator one step at a time: AI learning, real projects, stronger communities, and the foundations for reliable systems.
- FAQ | Good Combinator AI Venture Studio
FAQ for Good Combinator, including the AI venture studio model, founder applications, partnerships, GROW, Foundry, RoboVoTech, product verticals, talent pipeline, capital engine, and place pillar.
- Founder Platform
Good Combinator Founder Platform is the cluster for founder intake, venture systems, operating support, tools, residency paths, and commercialization workflows.
- Escape to Create | Founder Residency at Good Combinator
Escape to Create is Good Combinator's live-work founder residency at Point Preserve. Housing, workspace, operator guidance, and a focused 12-week sprint for teams that need momentum.
- Good Combinator Connect | Founder and VC Matching Plugin
Good Combinator Connect is a founder and VC connection plugin for preparing investor shortlists, opt-in warm intros, diligence briefs, and follow-up plans.
- Good Combinator vs Techstars: Which AI Support Path Fits?
Compare Good Combinator's applied AI deployment support with Techstars-style accelerator paths so founders can choose the right operating model.
- Good Combinator vs Y Combinator: Which AI Path Fits?
An honest comparison of Good Combinator's applied AI deployment path and Y Combinator's startup accelerator model, with funding and equity terms verified separately.
- Government AI
Good Combinator's government AI vertical builds accountable public-sector operations systems, including FL5 DistrictOps for intake, routing, approvals, and reporting.
- GovTech
Good Combinator GovTech is the cluster for civic operations, public-sector workflows, district systems, permitting, reporting, and accountable service delivery.
- The Gravitational Discipline Score
Assess whether your company is scaling with integrity or mistaking motion for traction with the Gravitational Discipline Score.
- Florida Scholarship Review Packet For FDE Tuition | GROW by Good Combinator
Florida families can request a scholarship review packet for GROW by Good Combinator Forward Deployed Engineer certification tuition. SFO approval is required and reimbursement is not guaranteed.
- Forward Deployed Engineer Certification | GROW by Good Combinator
Learn how the GROW by Good Combinator Forward Deployed Engineer Certification trains builders to turn partner problems into shipped AI workflows, evidence, and credentials.
- Health AI
Good Combinator Health is the cluster for responsible AI in healthcare operations, medical imaging, research translation, and care workflows.
- Portfolio and Impact
See how Good Combinator's five AI centers—spanning manufacturing, medicine, data science, business, and government—are driving measurable impact across Florida.
- Book An Intro
Share a little context and Good Combinator will route the right next conversation for your company.
- Nonprofit Impact Multiplier Calculator
See how much extra donor outreach, reporting capacity, and client service time your nonprofit could unlock with AI. Input your real numbers, get a grounded estimate.
- Northwest Florida AI
Good Combinator Northwest Florida is the regional cluster for AI founders, partners, civic institutions, technical talent, and place-based innovation.
- Partner with Good Combinator | Sponsors, Investors, Institutions
Partner with Good Combinator to support AI founder programs, venture studio projects, product commercialization, technical education, robotics workforce development, civic AI, environmental AI, and creator-campus programs.
- Place and Creator Campus
Good Combinator's place pillar anchors the AI venture ecosystem in creator-campus concepts, founder residencies, technical workshops, applied AI labs, and in-person collaboration spaces.
- Platform | Good Combinator AI Venture Studio
Good Combinator's platform layer: shared AI infrastructure, reusable agent frameworks, venture-building systems, operating playbooks, and automation workflows.
- From Contribution to Compensation
Explore how creative work connects to evidence, deployment, measurable value, and compensation under agreed terms.
- Portfolio
A broader view of the Good Combinator ecosystem: applied AI ventures, tools, platforms, and adjacent projects built across hard markets and operator-led environments.
- Privacy Policy
Good Combinator's privacy policy covering the information we collect, how we use it, and the choices available to visitors, applicants, and program participants.
- Research
Good Combinator Research turns applied AI questions, sponsor-backed research, and technical evidence into focused venture and infrastructure work.
- Runway Planner
Model an operating sprint. Enter your burn rate, current cash, and planned capital scenario to see when runway runs out.
- Tech & Coworking in Santa Rosa Beach | 30A Startup Ecosystem
Discover the growing tech and startup scene on Florida's 30A. Coworking, founder residency, and applied AI founder programs at Point Preserve in Santa Rosa Beach.
- Good Combinator Science | AI-Accelerated Research Studio
Good Combinator Science is an AI-accelerated research studio for scientists, technical founders, and sponsors building evidence-driven research, lab automation, and commercialization paths.
- AI Deployment Services & Operator Support
Good Combinator supports applied AI builders with operator reviews, founder residency paths, partner demos, capital-readiness work, and engagement-specific support.
- AI Talent Pipeline
Good Combinator's AI talent pipeline recruits, trains, and supports founders, engineers, researchers, creators, fellows, students, and residency participants.
- Douglas Liles | Founder
Douglas Liles is the founder of Good Combinator. He writes about AI, founder support, economic development, and practical company-building.
- Terms of Service
Terms of service for Good Combinator's website, applications, and accelerator program materials.
- Founder Tools, Plugins & Calculators
Free founder and nonprofit planning tools from Good Combinator: AI readiness, nonprofit impact, equity dilution, runway planning, investor connection support, and disciplined expansion diagnostics.
- Vertical AI Startups
Good Combinator builds and supports vertical AI startups and applied AI agents across construction, manufacturing, medicine, IT, legal, marketing, civic systems, robotics, education, and automation.
- Video Archive
A curated archive of Good Combinator videos, including the GOODE Combinator investor shortlist promo, program explainers, AI strategy discussions, and the Relentless pattern short.
Articles
- 10 tips for navigating the startup accelerator application process
Applying to a startup accelerator is competitive. These 10 tips help founders present traction, team quality, and clear program fit.
- Five reasons startup accelerators can speed up company growth
Five practical reasons an accelerator can help founders move faster, from operator guidance and investor access to structure and funding.
- AI Accelerator vs Incubator vs VC: Which Is Right?
Compare accelerators, incubators, and venture capital. See the key differences in funding, equity, timeline, and support — plus which option fits your AI startup.
- How Nonprofits Can Use AI for Grant Writing
Learn how to use AI tools for grant research, proposal drafting, and compliance checking — without losing the human touch. A practical guide for nonprofit teams.
- How to Use AI for Nonprofit Fundraising
A practical guide to using AI for nonprofit fundraising. Learn how AI can improve donor segmentation, predict giving patterns, and automate outreach campaigns.
- Best Tech Accelerators in Florida 2026
Discover the top tech accelerators in Florida for 2026. Compare programs in Miami, Tampa, Orlando, and Santa Rosa Beach — funding, equity terms, and focus areas.
- Building Company Culture as You Scale
How to maintain your founding values while hiring fast and expanding. Culture-building lessons for applied AI and startup teams.
- Cap Table 101: Equity & Dilution Guide for Founders
Everything founders need to know about cap tables, preferred stock, SAFEs, and managing dilution through fundraising rounds. A practical guide from Good Combinator.
- AI in marketing
AI helps marketing teams target campaigns, qualify leads, and personalize pitches with more consistency.
- Demo Day Pitch Guide: How to Win Over Investors
Master your demo day pitch with this comprehensive guide. Pitch structure, slide templates, common mistakes to avoid, and tips from Good Combinator alumni.
- From Demo Day to Series A: A Founder's Playbook
A step-by-step guide to raising your Series A after demo day. Investor meeting tactics, timeline, and practical post-demo-day founder lessons.
- AI in supply chain management
How AI helps supply chain teams forecast demand, reduce waste, and make faster decisions across complex operations.
- How We Evaluate Founding Teams
Inside Good Combinator's founder selection process. Learn what separates exceptional founding teams and how we assess founder-market fit for our AI accelerator.
- Florida's broken insurance system: how greed and mismanagement created a crisis
A clear account of how litigation, fraud, and regulatory failure pushed Florida’s insurance market into crisis.
- GoodSam.ai launches a GPT internship program and tech hub in Northwest Florida
A look at GoodSam.ai’s internship model, its focus on applied GPT work, and the tech hub behind it.
- AI chatbots for customer service
AI chatbots help teams answer customer questions faster, stay available around the clock, and reduce support load.
- NLP for contract review
NLP can help legal teams extract key terms faster, reduce manual review time, and improve consistency across contracts.
- AI in compliance monitoring
AI can monitor communications at scale, flag compliance risk earlier, and reduce false positives over time.
- How Much Equity Do Accelerators Take? 2026 Guide
Compare equity terms across top accelerators. Most take 5-10% for $50K-$500K. See our comparison table of Y Combinator, Techstars, and more.
- How to Evaluate a Startup Accelerator: The Founder's Checklist
A practical checklist for founders evaluating accelerator programs. Eight criteria to assess before you apply, from equity terms to alumni outcomes.
- Predictive maintenance and inspection, explained
A practical introduction to predictive maintenance, inspection data, and why earlier detection matters for cost, uptime, and safety.
- Legacy Archive
Browse earlier Good Combinator writing from 2024, collected in one archive inside the current blog.
- How to Build a Nonprofit AI Strategy: A Step-by-Step Playbook
A practical playbook for nonprofit leaders building an AI strategy. Five steps from readiness audit to scaled implementation, with budget guidance and ROI frameworks.
- Nonprofit Digital Transformation Roadmap for 2026
A step-by-step roadmap for nonprofit digital transformation. From assessment to AI adoption, learn how to modernize your organization's technology and multiply impact.
- Why actuators matter in next-generation robotics
Advanced actuators are improving robotic precision, force control, and dexterity, which expands what robots can do in the real world.
- Defining and Achieving Product-Market Fit
Concrete signals that indicate product-market fit and actionable steps to get there faster. A practical guide from Good Combinator's accelerator program.
- AI for design and planning in the built environment
AI is becoming a practical tool for design and planning teams, helping them model options faster and test tradeoffs earlier.
- AI in medical imaging
AI is becoming a practical tool in medical imaging, helping teams analyze scans faster, spot patterns sooner, and support clinical review.
- AI robotics in laboratory settings
AI robotics can automate repetitive lab work, improve consistency, and reduce human exposure to hazardous tasks.
- AI-assisted robotics in construction
AI-assisted robotics can automate repetitive construction tasks, improve precision, and reduce risk on active job sites.
- 5 Metrics Every Seed-Stage Startup Should Track
Learn the 5 KPIs that seed-stage investors actually care about — from burn rate to cohort retention. Actionable advice from Good Combinator's operator team.
- Ten AI healthcare opportunities worth building around
A practical scan of AI healthcare opportunities where real operational pain, adoption pressure, and venture interest are converging.
- The benefits of joining a startup accelerator program
A plainspoken look at what startup accelerators offer founders: mentors, investor access, structured learning, and ongoing support.
- What founders gain from joining a startup accelerator
A direct look at the mentoring, funding access, and operating structure accelerator programs can provide.
- AI for legal research
AI can speed up legal research by surfacing relevant cases, patterns, and arguments faster than manual review alone.
- How to use demo day to attract investors
A straightforward guide to refining the pitch, understanding the room, and following up well after demo day.
- Ten tips for getting more out of an accelerator
A practical list for founders who want to use an accelerator well, learn faster, and leave with stronger signal.
- Why robotics is reaching an inflection point
Robotics is moving from long promise to real deployment as actuators, sensors, and AI systems improve together.
- Five ways Good Combinator helps AI startups get sharper
A direct look at how Good Combinator supports AI startups through strategy, capital, customer signal, and operator guidance.
- Ten successful companies that came out of accelerators
A quick look at well-known companies that used accelerator programs to sharpen the business and reach scale.
- Transforming risk analysis with advanced technology
Computer vision and machine learning can make risk analysis faster, more accurate, and easier to run at scale.
- AI and physics simulations
Combining AI with physics simulation can shorten design cycles, test more scenarios, and improve decisions before anything ships.
- NLP and machine learning in scientific research
NLP and machine learning help research teams surface patterns, generate hypotheses, and move through literature faster.
- What Does an AI Accelerator Do?
Learn what an AI accelerator does, how it differs from incubators and VCs, and whether it's right for your startup. Inside look at the 12-week program model.
Videos
- Strategically Aligning Immediate Gains and Long-Term Value in AI in Blockchain | Good Combinator Video Archive
This video closes the archive with a broader strategy lens, connecting AI, blockchain, and long-horizon value creation without losing sight of immediate operational wins.
- Good Combinator Program Overview | Good Combinator Video Archive
This is the main program explainer for Good Combinator, outlining the accelerator model, operator support, and founder environment behind the archive.
- Relentless pattern Video | Good Combinator at Point Preserve in Santa Rosa Beach, Florida
Watch Relentless pattern, the Good Combinator short set at Point Preserve in Santa Rosa Beach, Florida. This Suno video connects the accelerator, campus, and founder environment in one shareable asset.
- 4. Business with AI: Grand Code Challenge | Good Combinator Video Archive
This video explores the business case for AI adoption, focusing on how teams can create near-term operational gains while building longer-term advantage.
- 1. Construction with AI | Good Combinator Video Archive
This archived Good Combinator video focuses on the construction stack, showing how AI tools can improve planning, monitoring, and execution across high-friction field workflows.
- 5. Government with AI: Grand Code Challenge | Good Combinator Video Archive
This archived Good Combinator video looks at government use cases for AI, with emphasis on process improvement, service delivery, and institutional modernization.
- 3. IT with AI: Grand Code Challenge FL3-S:E1 | Good Combinator Video Archive
This archived episode connects AI to IT workflows, framing the Grand Code Challenge around operating discipline, systems thinking, and practical implementation.
- 2. Science with AI | Good Combinator Video Archive
This video frames AI as a force multiplier for scientific work, with examples that point to faster experimentation, better analysis, and stronger research operations.