Adam Rotmil
AI × performance marketing

Clarvos

Business ambition. A clear way forward.

Product design lead · Discovery to launch · 2024 – 2026Inside the product
The Clarvos growth system: discover, create, test and launch

Ambition, made actionable

Small businesses have big ambitions. They shouldn’t need an entire marketing team to act on them. I designed the product that connects their business, their creative work and their next growth decision.

My role

Product strategy, UX and the complete extension of the brand identity into the product UI language.

Impact

Reduction in campaign setup time

More creative variants tested per cycle

From rebrand to public launch on April 7, 2026

Clarvos black tote and yellow brand mark, created with Brightscout
The campaign interface within the Clarvos brand: creative, audience and campaign performance

The business stays
at the center.

Signals, audiences and campaign decisions. One connected view.

A business owner surrounded by Clarvos campaign, audience and performance interfaces

Brand identity and motion compositions with Brightscout ↗ Product design and UI language by me.

From research to scale

  1. Research

    Start with the business owner

    Interviews and moderated sessions with owners and marketers. They didn’t ask how it works. They asked how to sign up.

  2. Design

    Agents do the setup

    Business context in, publisher-ready campaigns out, with every choice visible and editable.

  3. Validate

    Product–market fit

    Working prototypes in front of customers until the value was unmistakable.

  4. Beta

    Learning with early access partners

    Daily use exposed what was missing: organic posting, a conversational workspace and trending topics.

  5. Launch

    Out of beta

    Public launch on April 7, 2026, covered by BusinessWire, SiliconANGLE and MarTech Series.

  6. Scale

    Onward

    Customer feedback keeps reshaping the product, starting with a faster path to a first campaign.

Discovery by prototype

We built the airplane while flying it. Each prototype told us what to build next.

Two ways to launch

Agentic when you want help. Manual when you know exactly what you want.

Most owners want the agent to do the setup. Some have run Facebook’s Ads Manager for years and want to do their own thing. Clarvos supports both, on the same campaign model.

Manual mode is the setup flow customers use today. Agentic mode is my design for the conversation that does it for them.

Agentic mode

A business goal becomes a publisher-ready campaign, in conversation.

Describe the goal and the agent proposes the objective, optimization, conversion tracking, placements and budget, each set the way the publisher expects it and each one visible beside the conversation. The tour plays on its own; open it to try it yourself.

The Clarvos conversational workspace with a campaign plan beside the chat
  • Meta
  • Instagram
  • TikTok
  • Pinterest
  • Google

Manual mode

For people who know Ads Manager, the same campaign set by hand.

Manual setup keeps its guardrails. Save with the Pixel ID empty and the form names the missing conversion-tracking requirement where it can be repaired. Switch to Awareness and the irrelevant requirements fall away.

The Clarvos creative feed: a masonry of SIDIA creative, recorded in the product
The Clarvos campaign feed on a phone

Creative that starts with what’s already working, in the feed and on the phone. Recorded in the product.

Designing trust

A system that makes decisions for you.

The hardest problem in agentic AI isn’t the interface. It’s calibrating how much autonomy the system should take, and how to communicate its reasoning.

Every asset surfaces a hybrid quality score that combines AI analysis with human judgment.

The campaign loop

Set up context. Then the agents keep improving it.

Agentic or manual, setup ends in a publisher-ready campaign. From there the agents make creative from the business’s context, score it before it runs, watch performance, move budget to what’s working and carry what they learn into the next round.

  1. Campaign setupagentic or manual
  2. Generate creative
  3. Judge before it runsscore, then improve ↑
  4. Launch
  5. Monitor performance
  6. Rebalance and optimize
  7. Continual learninground again → Generate creative
  1. Two ways in, one campaign model.

    Most owners want the agent to do the setup. Some have run Ads Manager for years and want to do their own thing.

  2. Score it before it runs.

    Every asset surfaces a hybrid quality score that combines AI analysis with human judgment.

  3. An explanation one click away.

    Even owners who say “just handle everything” trust it more when they can see why.

Optimize creative

The agents score a creative, then improve it.

Original image, emotional engagement 74%

Emotional engagement score before and after the agents’ edit.

Discovered in beta

Early access partners showed us what to build next. They posted organically before they ever paid, they wanted to talk to the product, and they wanted to know what was trending.

Trending topics

What’s moving in your category, and why it matters to you.

Organic, then paid

A month of content. A new source of learning.

Move from month to week to the post. Refine a scheduled caption, inspect a published winner, then carry its creative and evidence into a new paid campaign.

The Clarvos organic content calendar
Organic planning: posts scheduled across the month

Performance

A trend and a quantity answer different questions.

Compare movement with magnitude, choose the measures that matter, then drill into each publisher’s ad groups.

The Clarvos performance dashboard
Campaign performance: what is delivering and what needs attention

What we tested

Moderated research at the retreat, then again before v3.

Workshop sessions · Additional user testing

  1. 01

    “How do I sign up?”

    Participants didn’t ask how it works. They asked how to sign up.

  2. 02

    Manual alongside agentic

    Marketers with existing assets wanted manual flows too, so every tool also works on its own.

  3. 03

    An explanation one click away

    Even users who say “just handle everything” trust it more when they can see why.

Credits

Role
Product design lead
Work
Discovery, interaction design, prototyping, product UI language, design system
Worked with
The CEO, CTO and CPO, product managers, engineering, AI/ML, brand and go-to-market
Brand identity
Brightscout
Brands
Dunkin’, purely elizabeth, PCG
Launch coverage
BusinessWire, SiliconANGLE, MarTech Series
NextReflowTurning a hardware team’s intent into requirements and a plan, through conversation