A proposal · Building on Creative AI Foundation

Creative AI as
BCG's Creative Advantage.

A Creative AI Lab positioned as a firm-wide creative capability — where DS sits as the resident expert, where workflows are pressure-tested by the people who own the craft, and where the work itself becomes proof you can show clients live.

Author Esteban Zapiola
Theme Creative Advantage
Sharpens Strategic frame · Commercial KPIs
Read time ~5 min · or hit TL;DR
01 / Opening

The starting point has moved.

Case teams now generate slides, scripts, visuals and prototypes faster than ever. Speed alone is no longer a moat. AI-generated work without distinction is the new commodity baseline — and that bar rises every quarter.

The Foundation gives DS a strong operating model. This proposal sharpens its commercial edge — building upon the Creative AI strategy with what makes it visibly creative, demonstrably scalable, and commercially defensible against a market where AI capability is becoming table stakes.

The risk

AI flattens craft into generic output.

If DS ships what any case team can prompt themselves into existence, the function compresses. Speed without depth is a treadmill. The work has to be visibly better — or DS becomes optional infrastructure.

The play

Turn capability into creative advantage.

Creative AI Hybrids — strategic thinkers and quick assemblers — take an idea to prototype and pitch in the same day. SMEs make the real-deal creative AI alone can't. Workflows pressure-tested, evolved, and shown to clients live.

Strategy without execution is losing value. Clients increasingly expect partners to prototype, deploy, and iterate alongside them.
Forbes Magazine  ·  Craig S. Smith  ·  Jan 6 2026
02 / Position

Three forces meet at advantage.

Creative advantage doesn't come from any single force. It comes from where they overlap. Creative AI Hybrids build the systems. SMEs make the real deal. Discipline keeps it commercial.

Three overlapping forces — Creative AI Hybrids, SME Craft, and Commercial Discipline — meeting at the centre as Creative Advantage CREATIVE AI HYBRIDS SME CRAFT THE REAL DEAL COMMERCIAL DISCIPLINE CREATIVE advantage.
Creative AI Hybrids · build the systems
Strategic thinkers and quick assemblers. They take an idea to prototype and pitch in the same day. They write the code that writes the workflows.
SME craft · the real deal
Video, illustration, editorial, motion. The high-craft work AI alone can't make. SMEs also pressure-test every Lab workflow — feedback decides what ships and what gets killed.
Commercial discipline · the loop
Real case-team problems as input. User testing as method. Ready-to-scale packaging as output. KPIs that count revenue, not just usage.
03 / The strategic frame

The Lab is a BCG capability.

Not a DS programme. The Creative AI Lab is the foundation of a firm-wide capability — a position that, executed properly, becomes the kind of advantage no consulting competitor currently holds.

The strategic move

DS as the firm's centre of gravity for creative AI.

AI capability inside consulting is fragmented today — practice areas, regional studios, BCG X, the data and AI teams. None is the recognised home for creative AI. That position is open. DS is the natural occupant: craft, design fluency, proximity to client storytelling.

Done right, this gives DS a clearer identity, BCG a category-defining offer, and clients a partner who builds alongside them live — not just one that advises from the deck.

01 / SHOW

Seeing is believing

The scalable process and fast iteration shown to clients live. Buy-in lands when the demo runs, not when the deck explains it.

02 / BUILD

Agentic, not just AI

Lab thinks beyond tools and workflows. Agentic AI is the architecture — the structure that holds proven artefacts and scales them.

03 / OWN

Category position

A creative AI capability sold as part of how BCG works. The signal to clients that BCG knows the space at a practitioner level.

AI without user research is just expensive guesswork.
Zander Whitehurst  ·  Memorisely
Faster guessing is still guessing.
Esteban Zapiola  ·  in conversation
04 / Sharper

Six ways to make the Foundation commercially stronger.

Each sharpens a different angle. Together they make the work measurable in business terms — pipeline, quality, and market position — and tighten the loop between Lab build, SME craft, case-team demand, and what gets shown to clients.

01

Creative AI Hybrids build. SMEs make the real deal.

Creative AI Hybrids are strategic thinkers and quick assemblers — they take an idea to prototype and pitch in the same day. They write the code that writes the workflows. SMEs are not advisors; they are the producers of the high-craft work AI can't make on its own — video, illustration, editorial, motion. They also pressure-test every Lab output and feed back what works. Two specialisations. One loop. Neither alone gets to creative advantage.

Craft Hybrid Operating model
02

Workflows go through design thinking.

Lab outputs are not artefacts — they are code that delivers workflows. And workflows need user testing. Real case-team scenarios, real feedback, real iteration. Same discipline DS already applies to client products, applied to its own tools. Without it, what ships is a guess at scale.

Method Iteration
03

Evolve or kill it.

AI moves fast. Models change every quarter. The Lab cannot create-and-forget. Every workflow has a lifecycle — versioned, refined, retired. The hard call to retire a tool is part of the discipline, not the failure case. Curated portfolio over a museum of demos.

Discipline Lifecycle
04

Think agentic, not just AI tools.

The Lab thinks beyond tools and workflows. Agentic AI is the architecture — the structure that holds proven artefacts, orchestrates them, and lets workflows compose into something larger. This is the difference between assembling a toolkit and building a capability.

Architecture Agentic
05

Hand the easy stuff to consultants.

Some Lab products will be consultant-ready — small, repeatable AI tasks case teams can own without DS. Let them. Hand off the easy stuff. The cost is one tier of work; the gain is DS focusing on the big-deal creative — the work that defines the function and earns its place at proposal moments.

Commercial Tiering
06

Add three commercial lenses to the scorecard.

The Foundation has Usage and Adoption. Layer three more: Impact (delivery speed · storytelling · client response), Revenue (pipeline · proposals · cases expanded), and Quality (CD approval · craft depth · "not generic" rate). Five lenses moves the conversation from are people using it to is the work worth more because of it.

Commercial Quality
AI raised the floor.
The Lab raises the ceiling.
The synthesis · the entire proposal in one line
05 / The flow
HVHI · High Value · High Impact

From real problem to scalable advantage.

From a real case-team problem to packaged, tested, regionally-coached, measured workflow. Every step has an owner. Every output earns the right to scale — or gets killed. Scroll the timeline →

STEP 01

Intake

Case teams, regional CDs, practice leads, and GTM submit real creative problems they need solved.

STEP 02

Prioritisation

Lab director selects the projects with highest scale, impact and strategic value. Discards rest.

STEP 03

Squad assignment

Creative AI Hybrid squad assembled. SMEs flagged for craft input and pressure-testing. Roles set up front.

STEP 04

Build & test

Squad designs and tests an AI-enabled workflow. Real or simulated case conditions.

STEP 05

Creative review

CDs check distinctiveness, depth, scale-readiness. The judgment gate.

STEP 06

Packaging

Workflow becomes a repeatable solution: guidance, examples, risks, quality standards.

STEP 07

Regional rollout

Regional CDs coach the workflow into studios. Local adaptation, language, market fit.

STEP 08

Measurement

Usage, adoption, impact, quality and revenue tracked across regions and cases.

STEP 09

Storytelling

Best examples become vignettes, case studies, GTM material — proof of work.

Scroll horizontally · drag · or use arrow keys
06 / The home

BCG Creative AI.
The destination.

Every workflow, agent, prompt library and proven artefact needs a home. BCG Creative AI is that home — a marketplace where case teams find what's been built, where DS sits as the resident expert, and where the firm sees its creative AI capability as one named place.

BCG CREATIVE AI DS · IN RESIDENCE

One destination. One owner.

A single home for every Lab-built workflow, agent and tool. Browseable, filterable, version-tagged. Case teams find what they need. SMEs surface the high-craft work AI alone can't make. DS is the named expert behind it.

Workflows
Agents
Real-deal craft
Playbooks
Prompt libraries
Proven outputs
01

Findable

A single URL. Searchable, filterable, tagged by use case and case-team scenario.

02

Versioned

Every artefact has an owner, a version, a status. Active. Evolving. Killed.

03

DS-resident

DS owns the marketplace. Case teams know who built it, who maintains it, who to call.

07 / Measurement

Two foundational. Three commercial.

Usage and adoption answer "are people using it." Impact, Revenue and Quality answer "is the work worth more because of it." The full scorecard runs all five.

2 + 3
Foundation lenses + Commercial lenses

Usage and adoption are the right place to start. Layering Impact, Revenue and Quality is what makes the system commercially defensible — so when leadership asks "what did the Lab return," the answer comes back in business language, not activity metrics.

Foundation

Usage

Workflows run · assets used · active users · repeat uses · case teams using a workflow.

Foundation

Adoption

Adoption by region · by CPA · designers trained · CDs using the workflow · cases embedding it.

Commercial

Impact

Faster delivery · stronger creative quality · improved storytelling · case-team satisfaction · stronger client response.

Commercial

Revenue

Pipeline influenced · proposals supported · new DS demand generated · cases expanded · GTM opportunities created.

Commercial

Quality

CD approval · SME approval · craft depth score · outputs rejected for being generic · workflows improved after review.

Raise the ceiling.

A creative advantage no consulting competitor currently holds