True & Useful

We build your AI agents & apps at startup speed

Most AI projects stall between strategy and execution. We skip the gap.

The Difference

We're practitioners, not just consultants.

We run thousands of AI prompts every week. We've shipped production systems to 300,000+ users. We've seen what works, what breaks, and what's worth building.

No 6-month roadmaps. No 200-slide decks. Just working systems, automations, or apps, usually in weeks.

What We Do

Know what to build

We can help you identify AI use cases that actually matter for your business. We'll tell you when AI isn't the answer.

Build it fast

Our team ships production AI systems in weeks, not quarters. We've built together for 12+ years.

Recent Work

  • Hunch

    Visual AI workspace for building and running workflows

  • Coauthor

    AI writing that sounds like you

  • LinkedIn Rewind

    Viral campaign: 300K users in 14 days, 7M model calls — Learn more in our 2025 Data Council talk

  • Overclock

    AI agents that handle repetitive marketing work

  • Data Assistant

    Slack bot that answers data questions with the right Looker report, or clarifies and routes requests to the data team. For a Fintech client.

  • Automated News Coverage

    System that monitors government releases, news sources, and public records. Writes and publishes articles hourly. Broke stories before major local outlets. Learns from editor feedback. For a San Francisco client.

  • Meeting Agent Early Alpha

    A sentient whiteboard to make calls 2× effective. Brainstorms with you live, tests your ideas, and researches in real-time. Contact for early access.

What Our Users and Clients Say About Our Work

"Last week was my most productive week, perhaps ever."

Steven, Founder

"It reduces from a day or two to less than an hour… far surpasses my decade of content generation experience."

Sebastian, Business Owner

"What used to take me 6 hours now takes 5 minutes."

Ann, Community Manager

Questions

  • How is this different from hiring a typical consultancy?

    Consultancies often separate strategy from implementation. We do both. The same people who recommend the approach are the people who build it. This creates a feedback loop—we're recommending, building, validating, and shipping at the same time.

  • What kinds of projects do you take on?

    AI systems that need to work reliably in production. Data assistants, content automation, internal tools, workflow agents. We're especially good at projects that have failed elsewhere or stalled in planning.

  • How fast can you move?

    Most projects ship an initial version in 1–3 weeks. We've built production systems in days when needed. We're not bottlenecked by process.

  • Do you do strategy-only work?

    Rarely. We're builders. If you need someone to make a deck, we're probably not the right fit. If you need someone to identify what's possible AND make it real, we are.

  • What kinds of companies do you typically work with?

    At-scale companies (>$25 million revenue) that want to be AI-first, but are not... yet.

Get in Touch

Email: david@hunch.tools

Book a Call

Founders

David Wilson

LinkedIn · X

Ross Douglas

LinkedIn · X

David & Ross have been building together since high school. They sold their first SaaS company to Hewlett-Packard Enterprise and have worked with clients across the world from San Francisco to Dubai.