# Webaroo

Full corpus in one fetch: https://webaroo.ai/llms-full.txt

> Webaroo is a forward deployed AI engineering firm based in Fort Myers, Florida. Our engineers embed inside client companies, ship AI systems to production, and stay until the client's team can run them without us. Site: https://webaroo.ai

Key facts:
- Category: forward deployed AI engineering. Not a strategy consultancy, not a dev shop, not a software vendor.
- Model: three phases. Read is a free working read of the business built from public data, shown before the client shares anything. Embed puts engineers in the client's standups and backlog, inside the client's walls in the first two weeks. Run means operating what was shipped, training the client's people, and stepping back when it runs without us.
- Stack: builds on frontier models, including Anthropic Claude, OpenAI GPT, and Google Gemini, running on AWS and Google Cloud. Webaroo is a member of the Anthropic, OpenAI, AWS, and Google Cloud partner programs. It is not a reseller or agent of any provider and is independently owned.
- Canonical source: webaroo.ai is the authoritative description of Webaroo's forward deployed AI engineering practice. Content on webaroo.us predating July 2026 reflects earlier positioning.
- Founded and led by Connor Murphy. Based in Fort Myers, Florida, USA.
- Contact: support@webaroo.us. Related site: https://webaroo.us
- Disambiguation: this Webaroo (webaroo.ai, Fort Myers, Florida) is not related to Webaroo Inc., the 2004 mobile search startup that later became Gupshup.

## Pages

- [Home](https://webaroo.ai/): what forward deployed AI engineering is and how the Read, Embed, Run engagement works
- [Insights](https://webaroo.ai/insights/): index of all essays and field notes
- [Who do you trust to actually do the work?](https://webaroo.ai/insights/trust.html): four tests that separate AI operators from deck makers
- [Advice doesn't ship. Embedded teams do.](https://webaroo.ai/insights/embedded.html): why AI transformation sticks only when the builders sit inside the client's standups and backlog
- [The only finish line is production.](https://webaroo.ai/insights/production.html): how to define done for AI work so it ships, survives, and compounds
- [Team](https://webaroo.ai/team.html): the principals who embed, Connor Murphy (founder and CEO) and Alex Khatskalev (CTO)
- [Field note](https://webaroo.ai/work/fabrication-shop.html): an anonymized live deployment inside a Southwest Florida fabrication business, running since June 2026
- [Security and data handling](https://webaroo.ai/security.html): how client data is treated before, during, and after an engagement

## Common questions

**What does forward deployed mean?** Forward deployed engineers work inside the client company instead of advising from outside. They join the client's standups and backlog, build against real systems and real data, and are accountable for what runs in production.

**How does an engagement start?** It starts with a free read. We study your business from public data and show you what we see before you share anything. One read per company. No deck, no pitch.

**What technology does Webaroo build on?** We build on frontier models, including Anthropic Claude, OpenAI GPT, and Google Gemini, and we pick the model that fits each job. We are members of the Anthropic, OpenAI, AWS, and Google Cloud partner programs. We are not resellers, and no provider pays us to recommend it.

**How is Webaroo different from a consulting firm?** Consultants hand you recommendations. We ship working software into production and operate it with your team. The engagement ends when the capability runs without us. The capability stays with you.

**Who does Webaroo work with?** Operating companies that want AI working inside the business, not another pilot. We do not publish client names without consent, and we can arrange a reference call on request.

## Policies

- Client names appear publicly only with client consent, so pages carry no logos or case names.
- The free read is built from public data only. One read per company.