Building With Claude Since 2023: What HCT Has Actually Shipped

A private K-8 school came to us with a problem most software tools cannot touch: years of custom-developed rubrics and standards — built on top of North Carolina state standards, differentiated across every grade level — living in large folders of loosely organized documents. Every teacher knew the material. Nobody could query it, cross-reference it, or feed it to a platform. We built a transformation pipeline using Claude that ingested the full document set, applied consistent naming conventions, deduplicated overlapping standards, flagged and corrected errors, and produced structured output files alongside ready-to-run SQL — making database creation a matter of clicks rather than weeks of manual work. That database became the curriculum backbone of BranchBase, our custom-built AI educational platform for the school and the direct predecessor to HomesCool. That project is one of dozens we have shipped since we started using Anthropic's Claude in late 2023 — practically from the time it became publicly available.

What We Have Actually Built

We have used Claude since late 2023 for strategy, research, automation, and training work — and Claude Code since it launched publicly in 2025 for software development and agentic builds. Not as productivity add-ons, but as the foundation of how we design, build, and deliver. The project types span the full range of what small businesses actually need.

For business owners who needed software built to their exact operations, we used Claude Code and rapid prototyping methods to ship custom applications on timelines traditional development cannot match. Developers using AI coding tools complete 126% more projects per week than those working without them — a rate we have experienced directly across dozens of engagements in Davidson and Charlotte.

For clients who wanted their research, strategy, planning, and delivery processes automated end-to-end, we built agentic consulting workflows: systems that take a business challenge as input, run structured research, generate strategic recommendations, produce a delivery plan, and output formatted client-ready documents — without manual intervention at each stage. This is Claude used as an orchestrator, not just a writing assistant.

The data transformation work — converting large volumes of unstructured documents into structured, queryable databases with automatic naming conventions, deduplication, and error correction — has become one of our most requested services. The school curriculum project is the clearest example: what existed as folders of institutional knowledge became a clean relational database powering a production educational platform. Most organizations are sitting on years of knowledge trapped in files that cannot be searched, compared, or used by software. We unlock that data systematically, using Claude at a scale and speed no human team could replicate.

Training Teams to Work With Claude Effectively

A significant portion of our work is not building — it is teaching. Business owners and their teams who want to use Claude themselves need more than a prompt-writing tutorial. They need to understand context management, output consistency, and how to design agentic workflows where Claude takes sequential action without constant human input.

We deliver this AI training in-person and virtually, from beginner sessions — what is Claude, how does it reason, why does context matter — to advanced workshops on Claude Code, computer use, and multi-step automation. Engagements run from one focused week to a full 90-day transformation depending on the scope.

62% of small businesses that adopted at least one AI tool reported significant productivity improvement within six months. The companies in that 62% almost universally had someone who did structured implementation work first. The ones outside it did not.

Why Access Is Not the Advantage

Every Charlotte and Lake Norman business can create a Claude account today. Access is not the differentiator. Only 26% of automation initiatives deliver the ROI initially expected — meaning three out of four organizations with the same tools do not achieve meaningful results from them.

The gap is applying AI to your specific workflows, your specific data, and your specific business logic. That knowledge comes from shipping things, making mistakes in production, and learning where Claude creates compounding value and where it needs human judgment to stay on track.

AI investments return an average of 3.5X, with top performers reporting returns up to 8X. The difference between those outcomes is not which tool was used. It is how well the implementation was designed.

The businesses that get real results from Claude are not the ones who have access to it. Everyone has access. The ones who get results are working with someone who has built with it, shipped with it, and knows exactly where it creates leverage.

Over two years with Claude — and nearly a year with Claude Code — produces something reading about AI cannot replicate: a systematic understanding of what these tools can own in a real business workflow, and where they still need human judgment. The questions we know how to answer — because we have answered them in production — are the questions most Charlotte businesses are still trying to figure out alone.

If you are ready to move from experimenting with AI to actually deploying it, start with a conversation. Reach out to the HCT team →