# The Growth Project > From AI pilot to production This file helps AI systems understand and access our content. Add .md to any URL to get the markdown version. - Standard: https://llmstxt.org/ - Last Updated: 2026-06-28 - Website: https://thegrowthproject.com ## Pages - [Home](https://thegrowthproject.com/index.md): Senior AI and systems delivery for founders and operators. From AI pilot to production. - [About](https://thegrowthproject.com/about.md): A technology delivery partner run by operators, not consultants, working in the gap between approved and running in production. - [Let's Talk](https://thegrowthproject.com/contact.md): Tell us what is stuck between approved and running in production. - [Production-Ready AI: What It Means and How to Ship It](https://thegrowthproject.com/guides/production-ready-ai.md): Production-ready AI runs without you. What it means, how to build the workflow, and how to get from pilot to production without it stalling. - [How to Choose an AI Implementation Partner](https://thegrowthproject.com/guides/ai-implementation-partner.md): How to choose an AI implementation partner that actually ships: the four signals that survive the hype, the questions to ask, and how to spot a sales deck. - [Agentic AI: How to Build Agents That Run in Production](https://thegrowthproject.com/guides/building-ai-agents.md): What agentic AI is, how agents differ from chatbots and copilots, and how to build AI agents that run in production, with guardrails and shadow mode. - [Generative Engine Optimisation (GEO): Getting Cited by AI](https://thegrowthproject.com/guides/generative-engine-optimisation.md): Generative Engine Optimisation (GEO) is how you get cited by ChatGPT, Perplexity, and Google AI, not just ranked, plus how we built it into this site. - [Systems Integration: How to Connect Your Business Tools](https://thegrowthproject.com/guides/connecting-business-systems.md): Why your business systems don't talk, what an integration layer is, and how to connect ecommerce, CRM, ERP, and warehousing so data flows automatically. - [Vibe Engineering: How to Ship Production Code with AI](https://thegrowthproject.com/guides/vibe-engineering.md): Vibe coding accepts whatever AI produces; vibe engineering stays suspicious and ships production code. Who should do it, and how to measure it. - [The Zero-Trust Handover: How to Own What a Vendor Built](https://thegrowthproject.com/guides/zero-trust-handover.md): Most vendor handovers leave you with tribal knowledge and a backdoor. A zero-trust handover transfers real ownership and proves the vendor kept no access. - [Platform Engineering: Ship Daily Without Breakage](https://thegrowthproject.com/guides/platform-engineering.md): What platform engineering is, and how to build CI/CD, observability, and zero-downtime deploys so your team can ship daily without breaking production. - [MarTech Infrastructure: A Marketing Data Layer You Can Trust](https://thegrowthproject.com/guides/marketing-data-layer.md): Why your marketing numbers don't agree, and how to build a first-party, server-side data layer with attribution that survives cookie loss and ad blockers. - [Product Leadership: When You Need a Fractional CTO](https://thegrowthproject.com/guides/fractional-product-leadership.md): When to hire a fractional CTO, what they actually do, and how embedded senior technical leadership differs from a consultant who writes a deck and leaves. - [Systems Integration](https://thegrowthproject.com/services/systems-integration.md): API design, data pipelines, and middleware that connect the platforms your business already runs on, ecommerce, CRM, ERP, warehousing, and marketing systems. Data flows where it needs to without manual workarounds or spreadsheet bridges, following a four-step process from system audit to cutover with 30 days of post-launch monitoring. - [Agentic AI](https://thegrowthproject.com/services/agentic-ai.md): Autonomous AI agents for customer support, data processing, and operations, agents that research, decide, and act within defined boundaries, with guardrails, logging, and human oversight built in. We deploy them through a four-step process that always starts in shadow mode, so agents only gain autonomy once they match or exceed human performance. - [DevOps & Platform Engineering](https://thegrowthproject.com/services/devops-platform-engineering.md): Platform engineering, CI/CD pipelines, and cloud architecture on GCP, AWS, or Azure, deployment systems that let your team ship daily without breaking production. Engagements start with a 1-2 week infrastructure audit, then we build alongside your engineers so everything is documented and your team owns it after handoff. - [MarTech Infrastructure](https://thegrowthproject.com/services/martech-infrastructure.md): CRM, CDP, analytics, and attribution, we build the data layer that makes your marketing spend trackable and your reporting trustworthy. That means first-party tracking with server-side tagging, multi-touch revenue attribution, and a consolidated tool stack; most engagements start with a 2-week stack audit. - [Product Leadership](https://thegrowthproject.com/services/product-leadership.md): Fractional CTO and product leadership for growing businesses: strategy, architecture decisions, and team mentoring, embedded in your operations 2 to 3 days a week rather than advising from the sidelines. Senior delivery experience without the full-time salary. ## Blog Posts ### Operator's POV - [We Were the Bottleneck: What 3 Days of Data Taught Us About Our Own Automation](https://thegrowthproject.com/blog/we-were-the-bottleneck.md) (2026-06-23): We built an autonomous engineering pipeline. It felt slow, so we measured three days of our own usage instead of building more. The bottleneck surprised us. - [Dogfooding: The Difference Between Ideas and Results](https://thegrowthproject.com/blog/dogfooding-ideas-vs-results.md) (2026-02-04): Ideas are free and all sound good. Using your own product in anger is the only honest test. Why dogfooding teams ship truer products, and how to start. - [First Principles Are the New Scarce Skill](https://thegrowthproject.com/blog/first-principles-scarce-skill.md) (2026-01-14): When the model can build almost anything, the bottleneck moves from how to what and why. The scarce skill is deciding what's actually worth building. - [The 11pm Fix: Why Plans Fail on Monday](https://thegrowthproject.com/blog/the-11pm-fix.md) (2025-12-23): Every plan looks good on Friday. Then Monday happens. What 11pm fixes teach you about planning, and how to build plans that survive reality. - [The Implementation Chasm: Why Forward Deployed Engineers Win](https://thegrowthproject.com/blog/implementation-chasm.md) (2025-12-19): 70% of tech projects fail in the gap between builders and operators. Forward deployed engineers close that gap. Here's how the model works. - [What Operators Know That Consultants Don't](https://thegrowthproject.com/blog/what-operators-know.md) (2025-12-18): Consultants see the org chart. Operators see what actually runs the business. Why operator experience changes how you build technology. ### Teams & Skills - [Is Jujutsu a Git Superpower for AI Coding?](https://thegrowthproject.com/blog/jujutsu-git-for-ai.md) (2026-06-20): AI agents generate changes faster than Git branches can track. We measured the cost: ~60% of CI wasted on rebase churn. The tooling fix, and its limits. - [Build Skills, Then Loop Them Into a Super-Agent](https://thegrowthproject.com/blog/skills-to-super-agent.md) (2026-03-18): A clever one-shot prompt answers a turn. A library of named skills plus a loop compounds. How to go from AI that helps you type to AI that runs a process. - [The Mid-Level Trap: Why Your Best Developers Are Blocking AI Adoption](https://thegrowthproject.com/blog/mid-level-trap.md) (2025-12-27): Mid-level developers resist AI tools, not because the code isn't good enough, but because "good enough" threatens their identity. Here's how to fix it. - [Stop Giving AI Tools to Juniors](https://thegrowthproject.com/blog/stop-giving-ai-tools-to-juniors.md) (2025-12-26): Everyone thinks AI tools suit juniors. Wrong: seniors spot mistakes, juniors accept everything. Why your AI rollout should start with the skeptics. - [How to Get Senior Engineers to Adopt AI Tools](https://thegrowthproject.com/blog/senior-engineers-ai-tools.md) (2025-12-25): Your seniors are skeptical of AI tools. Good. That skepticism is exactly why they'll get 10x results. Here's the tactical playbook for adoption. - [Vibe Engineering vs. Vibe Coding: Know the Difference](https://thegrowthproject.com/blog/vibe-engineering-vs-vibe-coding.md) (2025-12-24): Vibe coding accepts whatever AI produces. Vibe engineering uses AI while staying suspicious. One ships demos, the other ships production code. ### AI Implementation - [From 17% to 97.8%: Making a Laptop-Sized AI Actually Reliable](https://thegrowthproject.com/blog/small-models-that-work.md) (2026-06-18): A small on-device model started at 17% on a real task and ended at 97.8% with full speed intact. The biggest lever wasn't the model. It was the prompt. - [Stop Measuring AI by Test-Pass Rate](https://thegrowthproject.com/blog/would-a-human-merge.md) (2026-05-06): Green tests prove the AI did what it tried, not that it was worth trying. The real metric: would a senior engineer merge it, and how to benchmark that. - [91% Using AI. 11% Shipping. Which Are You?](https://thegrowthproject.com/blog/ai-shipping-assessment.md) (2025-12-29): Four stages of AI adoption: Experimenting, Piloting, Shipping, Compounding. A quick assessment to find where you are and what it takes to move forward. - [Compounding Engineering: The 4-Step Loop](https://thegrowthproject.com/blog/compounding-engineering.md) (2025-12-22): Most engineering makes the next feature harder. Compounding engineering flips it: a Plan, Delegate, Assess, Codify loop where each cycle makes the next easier. - [Why 95% of AI Projects Fail (And What Mid-Market Companies Can Do About It)](https://thegrowthproject.com/blog/why-ai-projects-fail.md) (2025-12-17): MIT research: 95% of AI pilots fail. 84% are leadership failures, not tech. ### Systems Thinking - [Our Journey to Automated Code Review (We're Still Figuring It Out)](https://thegrowthproject.com/blog/automating-code-review.md) (2026-06-13): An honest account of automating code review with AI. What works, what backfired, and the one rule we won't break: no self-clearing. - [Epics Are Dead: Planning When Work Ships in Days](https://thegrowthproject.com/blog/epics-are-dead.md) (2026-06-09): The Epic was a holding pen for months of slow delivery. When a milestone ships in days, that tier is dead weight. Here's the three-tier model that replaces it. - [Custom Dev Tooling: From Out of Reach to Non-Negotiable](https://thegrowthproject.com/blog/custom-tooling-now-mandatory.md) (2026-02-25): Bespoke internal tools used to cost a team-quarter. Now they cost an afternoon, so not building your own rails is the expensive choice. The new math. - [The Integration Layer Your Business Is Missing](https://thegrowthproject.com/blog/integration-layer.md) (2025-12-21): Your systems are wired point-to-point, so nothing talks. Build an integration layer instead, and every new system gets easier to add. - [Systems-First Design: Stop Adding, Start Decomposing](https://thegrowthproject.com/blog/systems-first-design.md) (2025-12-20): Every new tool adds complexity. Systems-first design decomposes problems into primitives and extends instead of adding, shrinking complexity over time.