The Trust Control Plane for AI Answers.
Starting in highly regulated environments.
"The future of AI Search won't be won by the fastest answer - it will by won by the most trustworthy one."
— Stephanie Joyce, Founder & CEO
AI can generate an answer. Magic Lens shows you why you should — or shouldn't — trust it.
We started in journalism, where credibility depends on understanding where information came from, what supports it, what contradicts it, and how the story changes over time.
Then we entered highly regulated environments, where the same problem becomes operational:
How do you trust an AI answer when getting it wrong has consequences?
Magic Lens is built to answer that question. Not another chatbot.
Magic Lens is a trust layer for AI answers built on four reasoning lenses:
What sources support the answer?
What changed, and when?
What contradicts it?
When should a person intervene?
Everything in nuclear is treated like a headline: strict, traceable, verifiable, pass-or-fail. We believe AI systems should be held to the same standard.
If Magic Lens can prove itself in regulated industries, it can become a foundational Trust-as-a-Service layer for the World Wide Web.
We are opening a limited number of enterprise and government engagements for Magic Lens™.
Limited Engagements — Request Access NowSpeed without verification is a liability in regulated environments. Every answer needs a trail back to its evidence — not just a citation, but a state you can trust or challenge.
Upload documents, research, contracts, technical materials, or compliance records. Magic Lens helps transform them into answers that are traceable, evidence-backed, context-aware, auditable, and built for accountability — built for where AI has consequences.
Traditional AI asks
"What's the answer?"
Magic Lens asks
"What makes this answer trustworthy?"
Trust is not a score. It's a state.
An AI answer isn't trustworthy simply because it has a citation. Evidence changes. Sources change. Models change. Context changes. Magic Lens tracks the evidence, provenance, credibility, and reasoning behind an answer — so its trust state can be evaluated over time.
Real-time monitoring and compliance where the cost of an unverified answer is measured in safety, not inconvenience.
Agency-grade AI that can be audited, explained, and defended — not a black box.
Traceable evidence chains built for regulator review, not just internal comfort.
Decision support that can be challenged, replayed, and defended after the fact.
Research
Federal
EnergyPulseDNA's trust technology has been developed and tested through engagements spanning government, research, and high-stakes technology environments.

PulseDNA has been assessed and designated Awardable in the IARPA Solutions Marketplace, giving Government Customers a pathway to discover our technology, request a demonstration, and pursue acquisition.
→ Explore PulseDNA in the IARPA Solutions MarketplaceIARPA Solutions Marketplace is an initiative of the Intelligence Advanced Research Projects Activity (IARPA), within the Office of the Director of National Intelligence (ODNI).
PulseTRACE is the provenance and policy engine underneath Magic Lens. It captures lineage, attribution, and policy enforcement for every AI decision — across time, models, and data sources.
AI answers have a trust state. That trust state can change. We track it.
