We build AI systems for the
way work actually happens — and research the problems today's AI can't yet solve.

Legacy AI Group develops intelligent products for communication and operations, starting with VMAIL AI, video-native email, grounded in original R&D on making AI extraction trustworthy enough to act on.

Request early access Read our research →

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Product

VMAIL AI — private beta

● in development

Status

Working prototype, preparing for private beta.

Mission

Where innovation meets craft.

Prototype fast. Research what's missing. Ship what's trustworthy.

We build focused AI products for the work most companies still do by hand: communication, coordination, oversight, and follow-through.

Each product is paired with original research on the parts today's AI still gets wrong, so what we ship earns the trust it asks for.

Innovation

Pushing the boundaries of AI to build tools that are genuinely useful.

Craft

Obsessive attention to design, performance, and product quality.

Pragmatism

Real problems, measurable outcomes. No theater, no filler.

Trust

Secure by default, transparent by design, built for long-term partnerships.

Products

Two products,
in active development.

Both platforms are working prototypes in active development. Request early access to be first in.

Communication

VMAIL AI

Email, reinvented on video.

VMAIL AI reinvents email for the way people actually communicate. Instead of typing, you record: a video message that carries your tone, urgency, and intent the way text never could. VMAIL delivers it like email, to an inbox, threaded, replyable. And because nobody has time to watch every message, our AI extracts what matters from each video, including the asks, commitments, decisions, and deadlines, so recipients can scan a video inbox as fast as a text one and only press play when it counts.

● in developmentWorking prototype, private beta

Workforce

ShiftWatch

AI Workforce Management Without Micromanagement

ShiftWatch is our workforce operations platform in development, exploring how AI can give leaders visibility into work without invasive surveillance. An open research problem in trustworthy workplace AI.

● in developmentWorking prototype, private beta

Research

The problems
today's AI can't
yet solve.

Our prototype taught us where current AI breaks. Video messaging only works if recipients can trust the extracted summary without watching the full video. Today's models cannot guarantee that every extracted ask, commitment, or deadline is real, correctly stated, and complete. They summarize fluently and fail silently.

Our research pursues verifiable extraction: every item grounded in the actual moment it was said, scored with calibrated confidence, auditable by design. Solving this is what makes video-first communication viable, and it is the foundation of everything we ship.

Verifiable extractionEvidence groundingCalibrated confidenceTrustworthy communication AIPrivacy-preserving analytics

Why Legacy AI

Built for the teams
that actually ship.

We build for operators, the leaders, managers, and teams responsible for outcomes. Our products serve a growing set of use cases across modern work.

SalesSupportOperationsBPOField ServicesRemote TeamsConsultingAgenciesSMB

Let's build a
lasting legacy.

Request early access ahead of our public launch. If VMAIL AI or ShiftWatch fit your team, we'd like to hear from you.

info@legacyaigroup.com →

Based in

San Francisco, California

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Legacy AI

Innovation · Craft · Pragmatism · Trust