Speaking

Talks on algorithmic accountability, public AI registries, and the infrastructure of trust.

Miranda Bouldin — founder of the Algorithmic Accountability Project and the TechGeekette Foundation — speaks to policymakers, civic technologists, newsrooms, and community leaders about what it takes to hold deployed AI systems to public account.

Miranda Bouldin, founder and executive director of the Ethos AI Registry

Approved executive portrait

Speaker Media Kit

Everything event organizers, conference planners, universities, media, and organizations need to introduce, book, or feature Miranda Bouldin.

Download the official Speaker Media Kit containing approved executive biographies, speaker introductions, high-resolution photography, keynote descriptions, media assets, and booking information. Everything is approved for publication and may be reproduced without additional permission.

  • Approved Executive Biographies

    100-word and 250-word approved executive biographies for conferences, media, awards, and publications.

  • Professional Headshots

    High-resolution print and web headshots in multiple formats for promotional materials.

  • Signature Keynotes

    Executive keynote descriptions, audience outcomes, and presentation formats.

  • Booking & Media

    Speaking inquiries, interviews, podcasts, partnerships, and media contact information.

PDF, ~3.3 MB · Updated July 2026

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Signature Keynote — Full Draft

Receipts, Not Promises

Why Public AI Needs a Public Registry · ~18 minutes as written

1. Open — The system you never met

Good morning. I want to start with a question, and I want you to answer it honestly, in your own head. Not out loud.

How many artificial intelligence systems made a decision about your life this week?

Not touched your life. Not recommended a video. Made a decision. Approved something. Denied something. Ranked you. Flagged you. Scored you.

Most of you don't know. That's not a failure of your attention. That's the design.

We are living through the largest, fastest deployment of automated decision-making in human history — and the public, the people those decisions are being made about, has almost no way to see it, name it, or challenge it.

That is the problem I came here to talk about. And I came with a solution.

2. The gap — Why voluntary ethics failed

For the last decade, we've been told the answer to AI harm is responsible AI. Ethics boards. Principles. Model cards. Trust and safety teams.

I believed in that once. I want to tell you why I don't anymore.

Voluntary ethics only works when three things are true: the people writing the principles have power over the people shipping the product; there is a cost to violating them; and the public can verify the claim. In commercial AI today, none of those three are reliably true.

Ethics boards get dissolved the quarter before launch. Model cards are marketing. "Responsible AI" has become a compliance function that reports to the same executive whose bonus depends on shipping the model.

And when a system fails — when it denies the benefit, misreads the tumor, flags the wrong parent, sentences the wrong kid — there is no public record it existed in the first place.

You cannot hold accountable what you cannot see.

3. The proposal — A public registry, kept in public

So we built one. It's called the Ethos AI Registry, and it is exactly what it sounds like: a public, searchable list of AI systems in deployment, with a scored audit against a real standard — the NIST AI Risk Management Framework — attached to each one.

Every entry answers three questions in plain English:

One. What does this system do, and to whom?
Two. Who is accountable when it's wrong?
Three. How would we know if it was wrong?

If a system can't answer those three questions in public, it should not be making decisions about the public. That is not a radical statement. That is the same standard we already apply to bridges, to drugs, to elevators, and to elections.

4. The proof — What it looks like when it works

I'll give you one example, and then I'll get out of your way.

When a community member files a report through our registry — a constituent says, "this system denied me and I don't understand why" — it doesn't disappear into a support queue. It becomes a public record, attached to the system that produced it, timestamped, and searchable by every journalist, every legislator, and every other citizen in the country.

One report is a complaint. Ten reports against the same system, from ten strangers who never met each other, is evidence. That is the sensor network public interest AI has never had. We are building it.

5. The ask — Come keep the receipts

I'm not here to ask you to trust me. I'm here to ask you to stop trusting anyone — including me — who won't show their work.

If you're a policymaker: mandate the registry, or one like it, in your jurisdiction.

If you're a journalist: use it. Cite it. Break stories out of it.

If you're a civic technologist, a founder, a public servant, a teacher, a parent — file a report the next time a system gets it wrong. That is how public infrastructure gets built. One receipt at a time.

The systems making decisions about us already exist. The only question left is whether the record of them exists too.

Let's go keep the receipts. Thank you.

Additional Talks

Two more, tailored for the room.

Each of these can be delivered as a keynote, a panel opener, a workshop, or a closed-door briefing. Length and framing adapt to your audience.

In development

The Quiet Harms: What Algorithmic Failure Actually Looks Like

For newsrooms, civic groups, and community organizers.

Algorithmic harm rarely arrives with a headline. It arrives as a denied claim, a missed diagnosis, a lower credit line, a longer sentence. Drawing from cases in the Ethos AI Registry, this talk teaches non-technical audiences how to spot a broken system, how to document it, and how to escalate it into public record.

Journalists, advocates, community leaders, educators
30 minutes · Keynote · Workshop · Fireside chat

Audience takes away

  • A field guide to the five most common failure patterns in deployed AI.
  • How to turn a constituent complaint into a documented incident report.
  • Why community reporting is the missing sensor network for AI safety.
In development

Small Teams, Public Infrastructure: Building Accountability at the Speed of Deployment

For founders, government technologists, and nonprofits.

You do not need a hundred-million-dollar lab to hold AI accountable. You need clear standards, open tooling, and the discipline to ship. This talk walks through how a small independent team built and operates a national-scale public AI registry — the architectural decisions, the trade-offs, and what other civic teams can copy tomorrow.

Civic tech, gov tech, nonprofit operators, small policy shops
25 minutes · Keynote · Panel · Workshop

Audience takes away

  • The minimum viable stack for public-interest accountability infrastructure.
  • How to design for auditability from day one without slowing down.
  • Where to partner, where to build, and where to just publish the receipts.
Speaking Engagements

Book Miranda for your next event

Invite Miranda Bouldin to your event — conferences, legislative hearings, university lectures, and private briefings

Miranda Bouldin is available for keynote presentations, executive briefings, panel discussions, workshops, and strategic advisory sessions.

Programs are customized for corporations, government agencies, universities, nonprofits, and industry associations.

Speaking fees vary based on event type, audience, format, and travel requirements.

Limited pro bono engagements are available each year for mission-aligned educational and nonprofit organizations.

Pro bono program

For mission-aligned nonprofits and educational institutions

A limited number of pro bono engagements are reserved each year for organizations working in public interest technology, civic education, algorithmic accountability, journalism, or community advocacy. Travel and accommodation are typically the host's responsibility; fees may be waived for qualifying events.

Eligibility criteria
  • Registered 501(c)(3) nonprofit or accredited educational institution
  • Public-interest mission aligned with AI accountability, civic tech, or digital rights
  • Event is open to the public or offered to underserved communities
  • No vendor sales pitch, product launch, or closed commercial forum
Required details
  • Organization name, EIN or institutional affiliation, and mission statement
  • Event date, location, expected audience size, and format
  • Requested topic, session length, and desired outcomes
  • Confirmation of budget for travel, lodging, and any required accessibility accommodations
How to apply: Use the booking form below and select your preferred format. In the message, note that you are requesting a pro bono engagement and include your organization's details, EIN, and mission alignment. Alternatively, email speaking@ethosairegistry.org with the required details above. The speaking team reviews pro bono requests on a rolling basis and responds within two weeks.
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Complimentary resource

Download the Trustworthy AI Conversation Guide™

Receive a practical guide for discussing AI responsibility, safety, public trust, governance, and opportunity with your organization, school, or community.

  • Framework for responsible-AI conversations at any level.
  • Discussion prompts for leadership, classroom, and civic settings.
  • Written for non-technical audiences without oversimplifying.

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Request a booking

Invite her to your event

Conferences, legislative hearings, university lectures, and private briefings all welcome. Share the details below and the speaking team will reply within a few business days.

The form tailors itself based on the format you select.

30–60 minute mainstage presentation with Q&A.

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