AI transformation · Executive partnership · Product delivery

From AI opportunity to operating reality.

Through Ai Architechs, I work with executives to identify where AI can create real enterprise value, shape a path the organization will act on, and guide delivery. Cosmo and the products I've built end to end show that I can take the work from strategy to a system people actually use.

Ai ArchitechsExecutive AI transformation

Current work

Opportunity → delivery → adoption
Find the valueMobilize the teamShip + measure
CosmoContext + capability data
Work briefs428
Workflow releases3
Representative signals · synthetic data
SteadyIndependent product
MultiplierCultural Heat Check
BoardroomComing soon
Executive advisory · capability data · shipped products

Current AI transformation work

AI transformation, from diagnosis through delivery.

Through Ai Architechs, Sam identifies the AI opportunities worth pursuing and helps leadership turn them into working systems. Cosmo interviews the work, builds a complete brief inside the AI tools employees use, and preserves the captured context so patterns across AI work can inform organizational intelligence.

Ai ArchitechsCosmo

Ai Architechs × Cosmo

A transformation practice with its own context and adoption layer.

Ai Architechs helps leaders decide where AI can change the business. Cosmo makes that strategy observable in the work itself: it interviews employees, turns incomplete requests into tool-ready briefs, and works through MCP in compatible AI clients. The context and prompting patterns it preserves become evidence for adoption, reusable workflows, and the next tools or agents worth building.

  1. 01
    Find the work

    Identify where AI can improve revenue, speed, cost, or quality.

  2. 02
    Capture context

    Interview the employee for the goal, sources, constraints, and definition of done.

  3. 03
    Brief the right tool

    Build a structured assignment for the AI environment where the work will happen.

  4. 04
    Learn from the pattern

    Turn saved context and prompts into libraries and signals for what to build next.

Executive DashboardIllustrative organization

Quarter viewSynthetic data

AI Building Momentum

Prompt quality, captured context, reusable assets, and emerging workflow patterns.

Representative quarter
Prompt score
91/100+7 pts
Prompt library total
428Reusable work briefs
Active prompters
24Participating this period
Workflows released
3In this illustrative period

Quality and library contribution

Score
  • ProductContext-rich briefs
    92 out of 100, up 6 points
  • OperationsContext-rich briefs
    87 out of 100, up 9 points
  • StrategyContext-rich briefs
    84 out of 100, up 4 points

Prompt Library Highlights

Reusable work briefs

Top
  1. Prompt score: 98 out of 100
    Planning

    Synthesize customer feedback into product priorities

  2. Prompt score: 96 out of 100
    Writing

    Draft a launch brief from source material

  3. Prompt score: 94 out of 100
    Strategy

    Turn meeting decisions into an execution plan

Model Preferences

Tools selected in the prompt builder

  • Claude30%
  • ChatGPT26%
  • OpenAI Codex18%
  • Gemini14%
  • Other12%
Illustrative organization · prompt titles, activity, and metrics are synthetic; product names identify representative tools

What the work requires

Executive judgment, delivery leadership, and a clear view of adoption.

01

Find where AI changes the business

Learn the business quickly, earn executive trust, and identify the few opportunities with meaningful enterprise value.

Executive advisory
02

Mobilize teams around outcomes

Translate the opportunity into a delivery plan and work with product, engineering, and operations until value reaches users.

Product + engineering
03

Build capability that lasts

Measure adoption, strengthen internal capability, and use what the organization learns to identify the next opportunity.

Cosmo adoption data

Applied AI products

Working products, not recommendations.

Steady and Boardroom were conceived, designed, and built by Sam end to end. Cultural Heat Check shows the same product judgment applied inside a client partnership with Multiplier.

03Client collaboration with MultiplierLive

Client product + cultural intelligence

Cultural Heat Check

A source-linked view of how brands show up in culture.

A client product built with Multiplier that turns recent, credible sources into a transparent, source-linked view of a brand's cultural relevance.

Sam's scopeAI advisor · Product partner · Builder

Multiplier
04Independent end-to-end productLive on web · iOS in development

Independent product

Steady

A voice-first companion for high-stress ADHD parenting moments.

A voice-first parenting companion conceived, researched, designed, engineered, and launched independently by Sam for high-stress ADHD moments.

Sam's scopeIndependent creator · Product lead · Builder

Steady leaf-and-child mark
05Independent end-to-end product conceptComing soon

Independent product prototype

Boardroom

Sourced, audio-first conversations with history.

A sourced, audio-first history prototype Sam independently researched, designed, and built.

Sam's scopeIndependent creator · Research architect · Builder

Explore Boardroom No public destination yet
Boardroom B mark

Experience behind the AI work

Founder ownership, commercial judgment, and years of building from zero.

Before building an AI transformation practice, Sam built and sold PAKT, helped emerging platforms create new revenue products at nativ.ly, and helped launch advertising partnerships for Sherwood Media inside Robinhood.

nativ.ly

2014–2020Senior Partner
60%+of company revenue personally driven at peak

Built and sold early advertising products for emerging platforms.

As nativ.ly's third partner, Sam built the Midwest into its highest-earning region and led platform-and-brand partnerships during the company's formative growth. The team helped emerging platforms design, price, and sell first-generation native ad products; Sam personally drove more than 60% of company revenue at peak.

  • Early ad products for GIPHY, Medium, The Ringer, and others
  • Sam sold the first GIPHY + Ringer partnerships to State Farm
  • GIForade earned Cannes Bronze + Clio Gold

Sherwood Media / Robinhood

2023–2024Director, Client Partnerships
Launchearly advertiser partnerships

Helped launch advertising partnerships for Sherwood Media.

Sam helped translate Sherwood's editorial proposition and Robinhood's audience scale into an executive partnership story, commercial products, and an advertiser launch process across leadership, editorial, product, and revenue.

  • Early brand-partnership pipeline
  • Executive narrative + go-to-market plan
  • Built across editorial, product + revenue

Selected companies, platforms, and partners across Sam's career

Career chapters

  • Ai Architechs
  • Cosmo
  • PAKT
  • Sherwood Media / Robinhood
  • Intuit
  • nativ.ly
  • Federated Media
  • Goodby Silverstein & Partners

Platforms + partners

  • GIPHY
  • Medium
  • Nextdoor
  • The Ringer
  • The Players' Tribune
  • Barstool Sports
  • Waze
  • State Farm
  • Gatorade
  • Multiplier

Executive AI transformation · Product delivery

Where could AI create real enterprise value?

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