An AI-Native Execution Engine For Specialized Retail Boutiques
Deliver retail media and digital shelf execution for every retailer and challenger brand you advise — at a volume your senior bench could never produce by hand.
One boutique workspace, every engagement
Client-siloedAura Beauty
Challenger brand · Amazon Ads
Retainer


Stone Hollow Creamery
Mid-market supplier · Walmart Connect
Enablement


Völt Hydration
Network launch · Instacart
Project


Psyche Rush
In-store + onsite · multi-retailer
Retainer


Each engagement carries its own brand kit, catalog, retailer specs, and data silo — run by the same small team.
Book a Boutique DemoCompliant on every network your engagements activate
The specialist advantage
Retail media got complicated. Boutiques win the work — if execution can scale.
Mid-to-large retailers and challenger brands hire specialized boutiques precisely because you move faster than a generalist consultancy and go deeper than a holding company. That positioning holds only while delivery keeps pace with the pitch — and manual creative and content production is the first thing to break as the book of business grows.
- projected size of the specialized retail media advisory and enablement market between 2026 and 2031
$1.4B → $2.7B
projected size of the specialized retail media advisory and enablement market between 2026 and 2031
- compound annual growth rate of the boutique advisory and enablement category
13.72%
compound annual growth rate of the boutique advisory and enablement category
- global retail media ad spend by 2028, up from roughly $130 billion today
$230B
global retail media ad spend by 2028, up from roughly $130 billion today
- commerce media ecosystem where deep in-store and programmatic expertise wins share
$170B
commerce media ecosystem where deep in-store and programmatic expertise wins share
A severe retail media talent shortage
Boutique margins live and die on senior operators, and there are not enough of them to hire. Every hour a specialist spends resizing an ad is an hour of expertise you never billed.
Fragmented platform specifications
Each network enforces its own sizes, APIs, claims, and legal rules. Navigating those specs by hand is where a boutique's promised time-to-market quietly slips.
Click-cost inflation
Rising CPCs compress the performance you committed to in the pitch. Without rapid creative iteration, there is no lever left to defend a client's return.
Self-service democratization
As ad platforms open up, tactical execution alone stops being defensible. AI-native orchestration is what keeps a specialist premium above commoditized setup work.
AdFury gives a boutique the production capacity of a holding company without the headcount behind it. Talk to AdFury
Built for boutique delivery
Take on more engagements without taking on more headcount.
Deliver Every Engagement's Ad Set In One Pass
Point the engine at a client's product page and it constructs the full campaign — every size and placement the retailer requires, generated from the targeting and goals in the plan rather than a generic template. Express mode ships a set in one click, Advanced mode gives your strategists full control, and every ad arrives layered so a single operator can carry the whole book of business.
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Völt Electrolyte Hydration
Zero sugar · 5 electrolytes · 20 oz
- Comparison table
- 360 viewer
- FAQ module
Rich media modules lift conversion 39%
Own The Digital Shelf You Advise On
Drop in a product URL to generate complete PDP imagery — studio, lifestyle, and mobile-optimized infographics — without booking a photoshoot. Titles, descriptions, and attributes update centrally across fragmented retailers, and rich media publishes through middleware engineered for Walmart's OmniSpec APIs so comparison tables and 360 viewers go live compliant.
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In-store screen
1920 × 1080

Endcap display
Aisle takeover
One creative concept, every surface in the plan
- Onsite display
- Sponsored products
- In-store screen
- Audio companion
- CTV
- Social
Outpainting reframes the concept for each dimension instead of cropping it, and every resize stays editable.
Extend One Concept To Every Surface In The Plan
The boutique edge is executing where generalists cannot — onsite display, sponsored placements, in-store screens, audio, CTV, and social from the same approved concept. Intelligent outpainting expands creative to each set of dimensions instead of cropping it, and initiative grouping rolls every activation up together, including the platforms with no API to connect.
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Stone Hollow
- Logo and lockup rules
- Color and type system
- Approved claims
- Legal disclaimers
- Retailer content policy
Visible only to the consultants assigned to this engagement.
Enforce Brand Compliance Without Manual Review
Profile a client brand in one click straight from their website, then upload guidelines and legal policy once. Every generation inherits those guardrails, the AI profiler sharpens with each pass, and each engagement's data stays siloed behind two-factor login — so a small team reviews strategy instead of proofreading specs.
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Variation 1

Variation 2

Variation 3

Variation 4
Ash recommends
Variation 2 holds click-through as the set fatigues. Scale it across Amazon and Instacart, and refresh the rest before the next review.
- CTR
- +34%
- ROAS
- 4.1x
- Add to cart
- +22%
Prove Incrementality With Math, Not Anecdotes
Run rapid, targeting-driven tests across audiences, offers, and seasons, then let Ash surface which compliant variations deserve more budget. Creative performance, PDP health scoring, and cross-platform conversion land in one dashboard — the rigorous, math-based measurement clients now expect from a specialist.
Try NowReal results
Senior hours your boutique bills instead of burns on production
- faster asset production across every engagement
80%
faster asset production across every engagement
- lower creative production cost per client
70%
lower creative production cost per client
- lift in digital shelf conversions
39%
lift in digital shelf conversions
- platform rejection rate on published assets
<1%
platform rejection rate on published assets
The AdFury.ai App
Two engines, one boutique login
Retail media creative and digital shelf content run side by side, so the placement you buy and the product page it lands on never drift apart.
Retail Media App
Scalable retail media creative engine
Automate high-volume creative iterations across retail networks and resize instantly with outpainting, from one platform-agnostic workspace your whole practice shares.
- Campaign building at scaleConstruct campaigns across platforms instantly in Express mode for one-click generation, or Advanced mode when a client plan needs full targeting control.
- Every placement, generated compliantProduce every required ad size and placement in one pass, with API-compliant display creative that keeps rejection rates near zero.
- Intelligent outpainting resizeExpand and reframe creative to fit each retailer's dimensions instead of cropping it, and keep every resize fully editable.
- Unified campaign initiativesBundle onsite, in-store, CTV, and social activations into one initiative to break the data silos between fragmented activations.
- Scalable creative libraryFilter across hundreds of thousands of generated creatives on every dimension, with custom client imagery injected automatically.
- Walmart keyword intelligenceSee true keyword conversion data, category competitors, and brand velocity to aim client budget at demand that converts.
Digital Shelf App
Retail-ready imagery and listing automation
Generate layered product visuals, manage high-volume listing updates, and deploy compliant rich media across every catalog you are accountable for.
- PDP imagery from a URLGenerate complete retail-ready product page imagery from a product link, with no photoshoot and no manual formatting pass.
- Every required image typeStudio, in-situation, lifestyle, and mobile-optimized infographics produced at the volume retail algorithms reward.
- Layered editing and regenerationEdit text, swap assets, and regenerate variations from layered files instead of recreating an image from scratch.
- Central listing managementUpdate titles, descriptions, and attributes centrally, apply bulk changes across hundreds of SKUs, and filter listings by retailer status.
- Compliant Walmart rich mediaTurn existing SKU data into immersive product pages, published against Walmart's OmniSpec APIs so modules go live the first time.
- High-fidelity downloadsExport editable 2K and 4K imagery your boutique owns, ready for the next client revision or category pivot.
Managed services
A senior bench you do not have to recruit
Run the App with your own consultants, hand execution to ours, or split it by engagement. Either way the work ships under your boutique's name.

Retail Media managed service
Our retail media specialists run production and optimization behind your boutique, so a new win or an unfamiliar category never waits on a hire you cannot make.
- Campaign build and activation across Amazon, Walmart, Instacart, and 40+ platforms
- Full display ad sets produced and resized to every placement spec
- Continuous variation testing to counter ad fatigue mid-flight
- Live optimization of spend, creative, and delivery against client goals
- Consolidated cross-platform reporting your consultants present as their own

Digital Shelf managed service
Retail experts produce and publish the catalog content behind every recommendation, keeping the product pages you are measured on accurate, compliant, and conversion-ready.
- PDP imagery produced at catalog scale: studio, lifestyle, and infographic
- Title, description, and attribute optimization for semantic retail search
- Bulk listing refreshes across hundreds of SKUs and multiple retailers
- Rich media modules built and published against retailer APIs
- PDP health scoring on glance views, traffic, and add-to-cart lift
Onboarding
How a new engagement goes live
Profile the brand you advise
Point AdFury at the client's website and the AI extracts logos, colors, and identity in one pass. Upload guidelines and legal policy once to lock compliance in.
Connect platforms and catalog
Link the retailers in scope by API, or ingest data from 40+ sources by upload. Product content flows in, stays current, and brings less-sophisticated sources with it.
Execute, measure, and report
Generate ad sets and PDP content, activate across every surface in the plan, and hand the client incrementality — not a status deck.
A complete solution
The operations layer under every engagement
Team coordination, catalog syncing, brand compliance, measurement, and billing in one place, so the manual work between them disappears.
One-click brand profiling
Onboard an engagement by generating a full brand profile straight from the client's website, with no manual identity configuration.
Automated compliance enforcement
Guidelines and legal policy apply to every generation, so enterprise-grade safety costs your team no review time.
Centralized asset repository
Hold client imagery in one place and inject it into generations automatically instead of rebuilding by hand.
Siloed engagement security
Each client's brand data stays visible only to the consultants you authorize, behind two-factor login.
Centralized team management
Manage every user under one account and control brand access and editing rights per person.
Automated catalog sync
Retail catalogs sync automatically, so new items and content edits flow into creative without a manual update pass.
Automated platform connections
Link connected retailers through APIs and scalable plugins without scarce technical integration talent.
Forty-plus platform ingestion
Auto-map uploads from platforms with no API, bringing less-sophisticated sources into the same unified view.
Ash, your AI media agent
Ash analyzes campaigns, pinpoints where to optimize activations, and answers operational questions in chat anywhere in the app.
Automated A/B recommendations
Run rapid tests and get AI guidance on which compliant variations deserve more of the client's budget.
Creative performance measurement
See exactly how creative changes drive clicks, conversions, and ROI across fragmented networks.
PDP health scoring
Track glance views, traffic, and add-to-cart lift to prove the impact of every content change you recommended.
Custom client dashboards
Configure cross-platform dashboards per engagement so a review meeting does not start with manual report building.
Transparent unified billing
Consolidate client invoices, payment methods, and seats, with transparent ad-spend tracking connected to ROAS trends.
Approval alerts
Real-time notifications drive review forward, so approvals stop depending on manual follow-up.
Universal platform search
Jump to any feature, asset, or generation instantly rather than navigating fragmented interfaces.
Specialized Retail Boutiques
Frequently asked questions
Scale the boutique, not the headcount
Compliant retail media and digital shelf execution for every engagement on the book, produced in minutes.
Why AdFury
The AdFury difference
Retail expertise. Purpose-built AI for retail. Operational excellence. Customer accountability.
The Retail AI Brain
Building our AI infrastructure since Oct. 2024. Agentic App. Managed Services. Custom AI workflows. Purpose-built for retail, not adapted from generic AI.
Retail Insiders, Real Results
Built by founders who scaled retail SaaS to exit. Deep expertise in retail media networks and retail product content management. We know the problems.
Knowledge Meets AI Speed
Retail knowledge powered by fine-tuned AI. Adapt faster. Solve better. Evolve precisely. Momentum catapults results. Trust expertise.
Customer Success, Always
Specialists, not generalists. We go deep in retail for focus on growth. Proven founders. Managed services. Dedicated support. We never fail our clients.
Our Values
What drives us forward
Seven principles that decide what we build, how we test it, and who we build it with.
See what each value means in practice- See the Future
- Never Stop Researching
- Never Stop Testing
- Be the First
- Explore Relevancy
- Bring Everyone Together
- Inspire Rapid Change
Built by Retail Insiders
Proven founders. Deep retail expertise.
Founded by retail technology entrepreneurs who built and scaled WhyteSpyder to a successful exit, AdFury.ai combines decades of retail and e-commerce expertise with cutting-edge AI architecture. We don't just understand retail — we've built and scaled profitable SaaS solutions and managed services within it.
WhyteSpyder started as a digital shopper agency for Walmart in 2012, became retail ecommerce SaaS in 2019, and sold to Ascential in 2021, where the team went on to scale retail media inside Flywheel Digital. AdFury.ai followed in October 2024.
- Founded
- Oct. 2024
- Headquarters
- Rogers, AR
- Built for
- Retail only
- Team
- 14 insiders












