AI adoption, validated in the real world

Let AI move fast.Keep reality in the loop.

AI is accelerating what your organization can build. Puli’s autonomous user agents experience the actual product across identities, devices, markets and behaviors. Your teams get the evidence to scale AI adoption.

Put Puli in the loop Watch an Envoy journey

Identity

Device

Market

Behavior

KeepRealityin the loop, every release

The new release cycle

Build with AI.Bring the real world with you.

Puli represents your target crowd through autonomous Envoys that experience every release. What you build next is informed by the identities, behaviors and conditions it must work for. AI changed how fast teams build. Puli lets validation keep pace and cover the users, devices and real-world conditions teams cannot reach today.

Build velocity vs. validation capacity

Build velocity
Validation capacity
Risk shipped to users

01Build with AI

02Experience through Envoys

03Learn from reality

Meet your Envoys

Share your App, Tell us who it must work for.Puli takes it from there.

Puli creates and operates the Envoys across real devices and at scale. Within hours, verified findings arrive in the tools your teams already use, triaged by user and business impact.

Share your link

App StoreGoogle PlayTestFlight

Your target audience

MayaFirst-time buyer

NoahFrequent traveler

LinaPower user

SofiaBudget traveler

KenjiDay trader

AmaraNew parent

DiegoSmall business owner

Envoys at work

Real device

Prioritized findings

Checkout journey

Cycle 004 · 10 devices · 3 markets

Live

16Findings

P1 · Critical2
P2 · High5
P3 · Medium9

Checkout

Payment form

Cart

Sign-in

Quality score

43.7% of findings critical or high

Delivered to the tools you already use

LinearJiraGitHubGitLabSlackTeams

The method

Every Envoy enters with a point of view.

Grounded in academic HCI research, each personality shapes what the Envoy notices, expects and does. A continuous perception loop lets it see, interpret and act as the experience unfolds.

Built for AI scale

As AI expands what your teams can build, Puli expands what your organization can validate.

Puli’s proprietary models are purpose-built to operate Envoys at a fraction of the inference cost of general-purpose models. Continuous validation becomes practical across releases, audiences, devices and markets.

ModelProprietaryBuilt for agent operation

InferenceA fractionOf general-purpose cost

OperationContinuousAcross every release

Every release · Every audience · Every environment

Put Puli in the loop

Your first cycle
is on us