Forecasting
The 5 metrics every DTC ops team should track weekly
A practical breakdown of cover days, stockout risk, GMROI, sell-through, and forecast bias — with the thresholds that actually matter.
Elena Ruiz
April 18, 2026 · 7 min read
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AI products for ecommerce & DTC brands Blog
Field notes on demand, supply, and the margins in between.
Tactical pieces from our team and guest operators. No thought leadership soup, just things you can use on Monday.
240+ DTC brands
trust RestockIQ to forecast $1.2B in SKUs
AI insight
Reorder 1,240 units of SKU-0482
Forecast accuracy
94.3% ▲ 3.1
Recent posts
Fresh from the team.
PO planning
How to model supplier MOQ without killing your cash
A framework for negotiating down minimums without losing priority.
Apr 14, 2026 · 5 min
Growth
The Meta spend → demand elasticity playbook
What we learned analyzing 240 brands' Meta spend and reorder outcomes.
Apr 10, 2026 · 9 min
Forecasting
Prophet vs. XGBoost vs. ensemble — what we chose and why
A deep dive on the tradeoffs in production demand models.
Apr 3, 2026 · 12 min
Case study
How Apex Beverage freed $900k in 60 days
The playbook, the numbers, and what didn't work on the way there.
Mar 28, 2026 · 6 min
Ops rituals
The 15-minute Monday PO ritual
Step-by-step for a weekly rhythm that actually sticks.
Mar 21, 2026 · 4 min
Forecasting
Seasonality decomposition, explained to operators
Why your model should show you the seasonal signal, not bury it.
Mar 15, 2026 · 8 min
Security
Why read-only integrations matter (and when they don't)
A pragmatic take on OAuth scopes for commercial data.
Mar 7, 2026 · 5 min
BFCM
The BFCM 2025 retrospective: what worked, what didn't
Anonymized data from 300 brands on the worst day of the year.
Feb 28, 2026 · 10 min
Supply chain
Lead time volatility is your biggest hidden risk
A look at what 2 years of supplier data tells us about Q4 planning.
Feb 19, 2026 · 7 min
Series
Deep-dive collections.
Audio & video
When you'd rather listen or watch.
The Margin Podcast
Weekly, 25 minutes. Real operators on the real numbers.
- #48 · Margins during a TikTok spike
- #47 · 3PL allocation math, simply
- #46 · The CFO conversation
Product videos
60-second explainers on the modules you care about.
- Forecast explainability in 90s
- Approving POs from Slack
- Allocation across 3 warehouses
Guides
Long-form resources for serious ops teams.
The 2026 DTC inventory benchmark report
62 pages. Cover days, sell-through, GMROI across 12 verticals.
Download PDF
The PO negotiation playbook
24 pages. Payment terms, MOQ reductions, freight clauses.
Download PDF
A CFO's guide to inventory
18 pages. Working capital math for non-finance ops people.
Download PDF
Guest authors
Writers you'll actually want to read.
Rahim Jaffer
ex-Director of Ops, Away
Laura Winston
VP Supply Chain, Glossier alum
Daniel Park
Demand Planner, Allbirds
Maya Osei
Head of Ops, Wavely
The Cover Report
One weekly email. Operator math only.
Join 8,000+ ops leaders reading our Thursday 6am send.
AI products for ecommerce & DTC brands
A suite of AI products for the way modern brands operate.
We build vertical AI for ecommerce teams — from demand forecasting to allocation and supplier intelligence. Opinionated UX, explainable models, and integrations that actually work on day one.
Built on frontier models
Fine-tuned forecasters, agents, and retrieval over your ops data.
Ecommerce-native
Shopify, Amazon, 3PLs and ad spend — we speak your stack fluently.
Calm automations
AI proposes, humans approve. Every action is explainable.
Product suite
RestockIQ
CoreAI demand forecasting + PO planning
ChannelIQ
BetaAI allocation across Shopify, Amazon, retail
LeadtimeIQ
SoonSupplier reliability & ETA intelligence
On the roadmap: AI-powered promo planning, markdown optimization, and cash-flow-aware buying.
AI products for ecommerce & DTC brands
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