What it actually takes to ship a production AI agent in 2026
Beyond the demo. The five engineering disciplines that separate AI agents you put in front of customers from the ones that stay in dev forever.
Read the full post → Common Challenges
What we see in retail & consumer goods.
The technology and process challenges that come up in nearly every engagement we run in this industry.
01
Trade promotion measurement
Most TPM systems treat trade promotion as a forecasting exercise. Knowing actual ROI requires connecting trade spend to sell-through.
02
JBPs that turn into spreadsheets
Joint business plans with retailers should be living documents. Most live in PowerPoint and Excel and get forgotten by Q2.
03
DTC and wholesale customer data fragmentation
Brands selling DTC and wholesale rarely have one view of a customer who buys both. The opportunity in unifying these is significant.
04
Field sales and retail execution visibility
Knowing what is actually happening at retail — planogram compliance, out-of-stocks, promo execution — is a real operational problem.
05
Subscription and recurring revenue at scale
DTC subscription businesses face churn, dunning, and lifecycle complexity that off-the-shelf commerce platforms handle poorly.
06
Loyalty program proliferation
Loyalty programs often live in their own data silo — separate from CRM, separate from commerce, and separate from real attribution.
How We Help
What we deliver for retail & consumer goods firms.
Salesforce Consumer Goods Cloud
Full implementations including account planning, JBPs, trade promotion management, and retail execution mobility.
TPM with attribution
Trade promotion ROI measurement integrating syndicated data, retailer POS, and trade spend visibility.
Customer Data Platform architecture
Unified customer profiles across DTC, wholesale, retailer data, marketing tools, and loyalty programs — properly modeled and queryable.
AI-augmented merchandising
Production AI workflows for demand forecasting, planogram optimization, content generation, and personalization.
Subscription commerce platform
Subscription lifecycle management — pause/resume, churn intervention, dunning automation, gift subscriptions, and bundling.
Unified loyalty integration
Loyalty program data integrated into CRM and CDP so loyalty status, points, and behavior drive personalization across every channel.
Regulatory & Compliance Matters
What we navigate in retail & consumer goods.
Compliance is not a separate workstream — it is embedded in every workflow we deliver. The major frameworks we work within:
PCI DSS (Payment Card Industry)
Cardholder data environment scoping, tokenization workflows, and audit-ready compliance evidence.
CCPA / CPRA / GDPR Consumer Privacy
Privacy preference management, data subject request workflows, and consent lifecycle management.
CAN-SPAM / TCPA / GDPR (Marketing)
Marketing consent tracking, suppression list management, and channel-specific opt-in evidence.
FTC Endorsement Guides
Influencer disclosure tracking, sponsored content evidence, and review authenticity workflows.
Product Safety (CPSC, FDA, EPA)
Product registration, recall workflows, and customer safety communication infrastructure.
Sales Tax Nexus (Wayfair)
Multi-state sales tax nexus tracking, marketplace facilitator handling, and economic nexus monitoring.
Signature Service Categories
The major retail & consumer goods practices our team runs.
Each category represents a deep specialization with dedicated playbooks, accelerators, and experienced practitioners.
01
Trade Promotion & Account Planning
JBPs, retail account planning, trade promo ROI measurement, and execution tracking.
02
DTC & Subscription Commerce
DTC commerce platforms, subscription lifecycle, and personalization infrastructure.
03
Unified Customer Data
CDP architecture bringing DTC, wholesale, retailer data, and loyalty into one profile.
04
Field Sales & Retail Execution
Field sales mobility, retail visit execution, planogram compliance, and store-level reporting.
05
Demand & Sell-Through Analytics
Sell-through-based demand forecasting and channel performance analytics.
Platforms & Tools
The technology stack we typically deploy here.
Salesforce Consumer Goods Cloud
Salesforce Data Cloud (CDP)
TPM platforms
IRI / Nielsen / NIQ syndicated data
Salesforce Marketing Cloud
Agentforce for retail execution
Salesforce Commerce Cloud / SFCC
Subscription management platforms
Klaviyo / Bloomreach / Sailthru
Loyalty platforms
Integration Ecosystem
The platforms we connect to in retail & consumer goods.
Our team carries hands-on experience across the systems your firm already runs. Integration is rarely the bottleneck.
Salesforce Commerce Cloud
Salesforce Marketing Cloud / Data Cloud
Shopify Plus
BigCommerce
commercetools
Klaviyo
Braze
Iterable
Yotpo
Gorgias
Zendesk
Algolia
Mirakl
Avalara
NetSuite
Lightspeed POS
Shopify POS
Snowflake / Data Cloud
Recent Engagements
Real work for retail & consumer goods clients.
A few examples of how these capabilities show up in practice — drawn from recent and active engagements (client names anonymized where appropriate).
01
Joint business plan platform for a CG brand at major retailers
Implemented Salesforce Consumer Goods Cloud with structured JBP templates, account planning, retail visit execution, and trade promotion management for Walmart, Costco, and Kroger accounts. JBP cycle time cut in half.
02
Unified CDP across DTC and wholesale
Built a customer data platform bringing together Shopify DTC, Amazon Seller Central, wholesale retailer data, and Klaviyo into one unified customer view. Enabled the first cross-channel attribution model the brand had ever had.
03
Trade promotion ROI measurement with sell-through attribution
Integrated TPM with IRI syndicated data and retailer POS feeds for true sell-through-based ROI measurement. Identified that 22% of trade spend was generating negative ROI — and shifted budget accordingly.
04
DTC subscription rebuild for a CPG brand
Replaced a homegrown subscription system with a Salesforce Commerce + Subscription Management deployment. Subscriber churn down 18% in year one.
05
Loyalty integration for a multi-brand retailer
Unified loyalty across 4 brands and 3 channels into a single customer profile. Personalization driven by loyalty data lifted email engagement 34%.
How Clients Engage Us
Four ways to work with us on retail & consumer goods initiatives.
From short diagnostics to fractional leadership, every engagement model is designed around the client's stage and needs.
Model 01
Discovery & Strategy
CG and retail-specific assessments across channel, DTC, and customer data architecture.
Model 02
Fixed-Scope Implementation
Defined projects for CG Cloud, Commerce Cloud, CDP, or subscription platforms.
Model 03
Managed Services
Ongoing administration and seasonal scaling support for retail and CG brands.
Model 04
Fractional Commerce Technology Leadership
Senior commerce technology leadership for growing DTC and CG brands.
Outcomes We Deliver
The metrics we actually move for retail & consumer goods clients.
Engagements are measured by movement on the numbers that matter. These are the directions of travel we commit to.
01
Customer LTV
Increase 15-35%
02
Repeat purchase rate
Increase 8-20 points
03
Cart abandonment recovery
Increase 20-40%
04
Marketing attribution accuracy
Restore post-cookie
05
Service ticket deflection
Increase 30-50%
06
Time-to-personalization
Reduce from weeks to hours
Signature Frameworks
Proprietary methodologies for retail & consumer goods work.
Every engagement leverages reusable assets — frameworks, blueprints, and diagnostics built up over hundreds of client projects.
Framework 01
Unified Customer Profile
A reference design for connecting commerce, marketing, service, and POS into a single customer record using Data Cloud or equivalent CDP.
Framework 02
Lifecycle Marketing Operating System
Our framework for orchestrating welcome series, replenishment, win-back, and VIP journeys across email, SMS, push, and in-app.
Framework 03
Loyalty Reference Architecture
A blueprint for loyalty programs that connect to commerce, marketing, and service — not the bolt-on point system most retailers end up with.
Framework 04
Service-as-Marketing Playbook
A framework for turning customer service from a cost center into a retention and upsell engine.
Available Soon · 26 pages · 22 min read
AI Automation in Retail & Consumer Goods
How modern retailers and DTC brands are deploying AI across commerce, marketing, service, and supply chain to lift LTV and recover attribution clarity.
A deep look at AI deployment patterns in retail and consumer goods — personalization, customer intelligence, service deflection, and post-cookie attribution — with reference architectures drawn from real DTC and omnichannel implementations.
Inside the report:
- ✓Unified customer profile and personalization patterns
- ✓Service-as-marketing and AI-assisted customer care
- ✓Attribution architecture for the post-cookie world
- ✓Lifecycle marketing orchestration with generative AI
Featured Insight
Insight & analysis from our retail & consumer goods team.
Practitioner-level analysis from the consultants delivering the work.
AI Implementation
What it actually takes to ship a production AI agent in 2026
AI Implementation
Our Capabilities
How we help retail & consumer goods clients.
Systems Integration
Connect the systems that run your business — CRM, ERP, billing, data, AI, analytics — into one cohesive architecture.
Learn more →Custom Development
Custom applications, platform extensions, integrations, and engineered solutions built when off-the-shelf software won't fit.
Learn more →AI & Technology Consulting
Strategic guidance from certified architects plus production AI deployments. System selection, roadmaps, audits, Agentforce, custom agents, and AI strategy — all under one practice.
Learn more →Revenue Operations
Align marketing, sales, and customer success into one revenue engine. Process, forecasting, attribution, and tech-stack optimization.
Learn more → More Industries
Sectors we also serve.
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