Build your AI strategy on solid ground.
Pressure to move fast is real. So is the cost of getting it wrong.
GroundSpring gives you the strategic intelligence to move confidently — and get it right.
The difference between AI adopters that create durable value and those that end up in headlines as cautionary tales isn't how fast they moved. It's whether they got real with themselves first.
Most leaders launch AI initiatives with good but vague intentions. They assume smart teams will figure the details out, that vendors will be transparent about security, and that the scary edge cases will stay edges.
Reality begs to differ.
Untrained teams use AI tools nobody approved. Vendors quietly ship features nobody vetted. Customers are distrustful. Lawsuits abound. Boards and stakeholders ask questions nobody has clear answers to.
Critical Questions for AI Leaders:
- How are we actually using AI?
- Is it solving real problems or just looking like progress?
- Who's accountable if something goes wrong?
- Do we actually know how our AI is handling sensitive data?
- Could we defend our approach to a regulator? A customer? A jury?
If you feel uncomfortable answering these questions, you’re not alone. That discomfort means there’s too much space between your AI strategy and your ground truth.
GroundSpring closes that distance.
We start with your ground truth — what's actually happening in your organization — and build AI governance that's defensible, adoptable, and designed to evolve.
Ground your AI first. Then spring forward with confidence.
Get REAL AI GovernanceREAL AI Governance™ is a design problem.
We treat it like one.
Effective AI governance isn't just a legal or compliance concern. It’s a culture and technology change. That means it has to be designed for adoption, not just written in a doc. We tackle it through the REAL AI Governance™ methodology: four interconnected elements designed around your organization's reality instead of a generic template.
Rooted
Good governance starts with evidence, not assumptions. We interview your stakeholders, map how AI is actually being used across your organization, and assess risk tolerances before drafting policy language. This element is the foundation everything else is built on, and the activity most organizations skip.
Embedded
Governance that lives in a document doesn't govern anything. We work with your teams to build guardrails into the workflows, tools, and processes people are already using, so doing the right thing becomes the easy thing.
Actionable
Every requirement needs an owner. We make sure your governance has clear risk tiers, named accountabilities, and specific guidance for real situations. When something goes wrong, nobody's stalled asking "wait, whose call is this?"
Legible
Governance responsibilities and practices look different across your teams. Your policies and guidance should too. We translate governance into language and education that make sense for each role, so everyone knows what they're responsible for, why it matters, and what to do when they need to act.
Why GroundSpring?
A lot of firms will sell you an AI policy. Some will sell you a framework. Very few will actually sit with your people, understand your reality, and design something your organization will adopt and use.
What makes GroundSpring different is our combination of research rigor and technical fluency. We understand how digital products actually get built, which means we can spot governance gaps that a pure policy expert would miss, help your teams anticipate risks before they materialize, and design guardrails that make sense for how your technology stack works.
As a boutique practice, you’ll work directly with Founder and Principal AI Strategist Jill Heinze, an expert with decades of digital product and user research expertise. No junior consultants. No generic templates. No governance theater.
Just rigorous yet agile human-centered work that’s grounded in your reality and designed to propel you where you're going.
What leaders say about working with Jill
"Where others might have gotten bogged down in compliance checklists, Jill made sure people genuinely cared about getting it right. She used compliance as a way to facilitate innovation."
"Ultimately, Jill's voice and methods ensured we built AI products for our clients with the intent of bettering the human experience, an intention I fear is becoming more rare."
Are we a good match?
We do our best work with leaders who want to move strategically with AI, not just fast. We're probably a great fit if:
- You're in a regulated or high-stakes industry where careless AI could do serious harm.
- You've been handed an AI mandate but don't have a governance structure to back it up, and you're the one accountable if something goes wrong.
- You're building AI-powered products fast and you want governance that works with your pace, not against it.
- Your mission puts potentially vulnerable people in the path of your AI decisions, and getting it right isn't optional.