From Firehose to Flow

How we built Ask A&G, our AI-powered internal knowledgebase that makes company knowledge faster, clearer, and more human.

The Challenge

At most organizations, new employees are greeted with an overwhelming deluge of information. At Allen & Gerritsen, it felt like a firehose – a flood of operational frameworks, cultural values, hybrid work policies, anti-discrimination guidelines, benefits, and dozens of tools from Asana to Google Workspace.

Despite our best efforts to organize this knowledge – first in onboarding decks, then on intranet pages, and later in shared drives – employees still struggled to surface the right answers at the right time. Search was clunky, organization inconsistent, and the human burden of “remembering where it lived” grew heavier.

The Solution

That’s why we built Ask A&G, our living knowledge base powered by a large language model. The point wasn’t to showcase technology; it was to solve a people problem: how do we reduce friction between our employees and the knowledge they need to do their best work?

What We Learned

Here are the key lessons we uncovered while building Ask A&G and rolling it out to the team.

Discoverability
Matters

Information is only useful if it is discoverable.

Trust Drives
Adoption

Adoption comes not from novelty, but from trust. Employees must believe the tool reflects both accuracy and empathy.

Cleaning Up Knowledge Is Part of the Work

The process of building the tool forced us to clarify and unify policies that had previously lived in silos – an unexpected but powerful benefit.

Five Practical Tips

  1. Start with pain points, not technology. Ask where your employees get stuck today.
  2. Design for trust. Keep your answers accurate, consistent, and aligned with leadership’s voice.
  3. Use it to clean up your knowledge. The process of building will reveal duplication, gaps, and inconsistencies.
  4. Pilot with real employee questions. Build the system on lived use cases, not hypotheticals.
  5. Treat it as a living document. Update continuously as policies, tools, and culture evolve.

For us, the journey from firehose to flow wasn’t about building an AI. It was about making knowledge human again.

Lush green mountains with ridges and clouds

Let’s Stay Connected.

I love hearing from people who are curious about technology, creativity, and the evolving nature of work.

Scroll to Top