Consumer intelligence · Core
CWM
Consumer World Model
Understand behavior, review consumer signals and discover audiences. Use CWM through its workspace, API or MCP.
Explore CWM →CWM / Harness / Loop Marketing
CWM models consumer behavior. Harness brings that understanding into AI tasks. Loop Marketing connects those tasks to campaigns, loyalty and measurable results.
500,000 welcome credits with a new CWM account
CWM / Harness / Loop Marketing
Consumer intelligence · Core
Consumer World Model
Understand behavior, review consumer signals and discover audiences. Use CWM through its workspace, API or MCP.
Explore CWM →AI execution · Runtime
SocialHub Harness
Give AI the context, skills and tools to complete work. Keep execution within permissions, budgets and review rules.
Explore Harness →Marketing outcomes · Application
Agentic Retention Loop
Capture behavior, decide the next action, activate across channels and accumulate loyalty. Feed outcomes into the next cycle.
Explore Loop Marketing →Observed outcomes inform the next cycle. Model updates depend on data quality and validation.
Retail and consumer leaders in the Americas, Europe, and Asia-Pacific.












Logos shown for identification of clients, not as a performance endorsement.
Three global American brands — VF Corporation, McDonald's, and General Motors — running the loop at enterprise scale.

40% member growth, with 67% of sales now through brand-owned D2C channels.
Read the evidence →
From 5% to 85% member GMV as it scaled to 200M+ members.
Read the evidence →
700,000 qualified sales leads in 6 months through a direct-to-consumer community.
Read the evidence →Loop Marketing
Capture behavior, decide the next action, activate across channels and accumulate loyalty. Feed outcomes into the next cycle.
Explore Loop Marketing →Humans set goals & guardrails
Online + in-store POS events, captured live.
Resolving a register swipe to a member ›
AI agents decide against a Consumer World Model of your base.
Spotting churn risk → DEFACTO cut promo cost 20%→7% ›
Agent-run journeys across email / SMS / app / store.
Firing the next message in seconds, not days ›
Points, tiers & repeat-purchase lock-in.
Turning points into points-mall coupons that drive the next purchase ›
The same loop, pointed at your three biggest leaks.
Marketers lose up to 36% of the week manually pulling data across platforms. — Coupler.io / Asana
Capture → AI reads it → journey fires. No lag, no rule rot, no human hand-off. — SocialHub.AI
The loop closes the gap between having data and acting on it.
A 5% lift in retention can raise profits 25–95%. — Bain/Reichheld, via HBR
Every purchase becomes points, tiers and a reason to return — fueling the next cycle. — SocialHub.AI
McDonald’s China grew member GMV from 5% to 85% as it scaled to 200M+ members.
Agents test send times and offers, watch conversions, and re-tune themselves. — SocialHub.AI
Precision targeting replaces blanket discounts — promo spend follows conversions, not the calendar. — SocialHub.AI
Your team works on strategy, not setup.
5% → 85%
member sales contribution
McDonald’s China (SocialHub client)
85.95%
member repurchase after replacing blanket discounts
DEFACTO (SocialHub client)
>50%
promo spend cut while revenue grew 8%
YATA (SocialHub client)
800+
campaigns a year, one internal team
YATA (SocialHub client)
“Give your lean team back the hours now spent on manual A/B setup and list exports — the loop runs that for you.”
Classic benchmarks for context: acquiring a new customer costs 5–25× more than keeping one (HBR, rooted in Bain/Reichheld).
One retention loop, tuned to the signals, decisions, and loyalty mechanics of your industry.
CWM
Create a workspace, explore the console and connect your consumer data. Purchase credits when you need more capacity.
500,000 welcome credits with a new CWM account
Harness + Loop Marketing
Explore how CWM, Harness and Loop Marketing fit your existing data, channels and team workflows.
Book a demo →