Built for the whole team.
Share the work. Set who can change it.
Agents
Describe a recurring job. Set when it runs and what it can do. An agent works with your live commerce data and delivers the result to your team.
“Have the trading report ready before the Monday meeting.”
Trusted by commercial teams at leading brands
From instruction to outcome
Follow the work from your request to the evidence, the result and the connected system where it lands.
Prepare next week's budget moves where profit is incremental, and send them for approval.
Spend, contribution margin, and returns by channel and market · last 28 days
Diminishing-returns curves per channel · profit-optimal split for next week
Max ±20% per move, never against low stock cover
Control stays with you
A report can run read-only. A proposed budget change can wait for review. Each workflow gets the access and approval rules the work calls for.
Keep useful automation close to the people responsible for the outcome.

PMax · Germany
Budget changes above 10% need approval.
Skills
Package the instructions, code and reference files behind a repeatable job into a skill.
Reuse the method across agent runs, without explaining every step again.
Find what changed in profit, and what needs attention.
Part of the platform
Marketing mix modeling, incrementality testing and causal attribution are built into Dema. Bring that evidence into your questions, budget reviews and recurring workflows, alongside the rest of your commerce data.
Built for the work after the first run
Shared data, clear ownership and routines that grow with your team.
Share the work. Set who can change it.
Define once. Use across every answer and workflow.
After costs. After advertising.
Commerce and marketing, connected in one model.
Built by the team, without writing code.
Company rules, with room for personal preferences.
Built by the commercial team
“What took two people three to four months now runs in a single command. We built 20 workflows in three weeks without writing a line of code.”
Put a real routine to work
Reports, checks, product sets and follow-ups. Explore the instruction behind each workflow.
Prepare next week's budget moves where profit is incremental, and send them for approval.
Budget moves with evidence, waiting for sign-off
Every Monday at 07:00, deliver the trading report to #trading with the largest movements explained.
Delivered to #trading and email
Scan every channel and market weekly. Flag what hurts profit and prepare the fix.
Flags with the prepared fix attached
Review search terms weekly. Draft negative keywords in Google Ads for terms that spend without converting, and send them for approval.
Negative keywords drafted, waiting for approval
Rebuild our RFM segments every Sunday on contribution margin — not revenue — and sync them to Klaviyo.
Segments rebuilt on margin, synced overnight
Rebuild the “Most popular” collection in Shopify every Monday from actual sales — excluding sale items and anything with broken sizes.
Collection rebuilt on sales, eligibility enforced
Every morning at 07:30, email leadership a short brief: revenue, spend, and contribution profit vs plan, with anything unusual explained.
One-page brief vs plan, unusual moves explained
Forecast 35 days of outbound volume and inbound returns per warehouse, and deliver it to the 3PL in Google Sheets every Monday.
Capacity forecast in the 3PL's own sheet
Segment the product feed by contribution margin and refresh the segments daily, so campaigns bid by profitability — not just revenue.
Margin segments synced to every feed
Pause any campaign whose cost per new customer runs 25% above its 30-day average for 3 days.
Campaigns paused when CAC breaks the guardrail
When a promoted style drops below three weeks of stock cover, lower its budgets in Meta and Google Ads and tell me why.
Budgets lowered on low-cover styles, with the why
Watch coupon sites for our voucher codes. When one leaks, quantify the weekly margin exposure and alert #commercial.
Leaked codes caught with the margin exposure sized
Orders, inventory, returns, marketing and omnichannel data connect once and stay maintained. Nobody on your team owns the pipeline.
Built on the same foundation
Give your team the capabilities to move faster, with the controls to make them part of everyday operations.
Inference and pipelines in the region you choose.
Your data is never used to train models.
Scoped permissions. Approval before the actions you choose.
New reasoning models. No migration for your team.
Questions
They can remain read-only, draft actions, or execute through connected systems. You decide which tools each agent can use, which actions need approval, and who can approve them.
Recurring commercial work with a clear trigger, decision, and destination: weekly reports, keyword exclusions, budget guardrails, feed segments, sheet syncs, anomaly response, inventory monitoring, CRM activation, and more.
A schedule (every Monday at 07:00, daily at 06:00) or a condition in the data (refund rate breaks its range, a product drops below three weeks of cover). Both run against live modeled data.
Reports and alerts deliver to Slack, email, and Google Sheets. Executed changes go to connected systems — Meta, Google Ads, product feeds, the ERP, and other integrations — always within the permissions you set.
The agent flags it instead of quietly publishing. Missing sources, broken definitions, and failed runs surface to a named owner — the opposite of a zap that fails silently.
Teams connect their core commerce systems first, then begin with one recurring workflow — most start with a weekly report or a spend guardrail and expand from there.
Bring one commercial job
Build with Dema.