Connects to the tools you use
Set up connections through ERP.AI and Proto workflows, with every change logged.
- SCM with Demand Forecasting
- Item master
- Sales history
- Commercial data
- Inventory planning
Demand planning begins with a planning entity for an item, region, channel and customer segment. Historical sales and planning horizons provide the period structure.
approval waits for the reviewer
| Promo code | Name | Item | Region | Channel | Start period | |
|---|---|---|---|---|---|---|
| PROMO-AUTUMN-26 | Autumn pantry refresh | Canvas weekender bag, navy | West | Retail | 18 Oct | |
| PROMO-WINTER-26 | Winter warmth bundle | Linen napkin set, sage | Central | Wholesale | 13 Oct | |
| PROMO-CAMPUS-26 | Spring organization event | Woven storage basket, natural | East | Direct | 28 Oct | |
| PROMO-TRAVEL-27 | Back to campus essentials | Linen napkin set, sage | South | Ecommerce | 27 Oct | |
| PROMO-STORES-27 | Summer travel collection | Bamboo desk organizer, walnut | National | OEM | 13 Oct |
Demand Planning Manager reviews promotion and launch assumptions.
Every feature works on the same records. Pick one to see the screen your team works in.
Define each demand series, its time horizon and the sales history used to plan it.
Planning entities
| Entity code | Item | Region | Channel | Customer segment | Horizon | |
|---|---|---|---|---|---|---|
| BIN-W-RTL-HH | Canvas weekender bag, navy | West | Retail | SMB | Online weekly, 13 weeks | |
| BASKET-E-WHS-BTQ | Cotton throw blanket, sand | Central | Wholesale | Mid market | Promotions weekly, 20 weeks | |
| TUMBLER-S-ONL-TRV | Linen napkin set, sage | East | Direct | Enterprise | Regional monthly, 12 months | |
| NAPKIN-W-RTL-HH | Ceramic serving bowl, large | South | Ecommerce | Consumer | Executive quarterly, 8 quarters | |
| BOWL-N-ONL-HOST | Insulated travel tumbler, 16 oz | National | OEM | Government | Wholesale monthly, 18 months |
Review model assignments, seasonal patterns, runs and the forecast amounts they produce.
Forecast model runs
| Forecast model | Planning entity | Run date | Run type | MAPE | WAPE | |
|---|---|---|---|---|---|---|
| Weekender launch ramp | Storage baskets, East, wholesale, boutiques | 25 Oct | Scheduled | 330 | 340 | |
| Tumbler promotional regression | Linen napkins, West, retail, households | 25 Oct | Manual | 60 | 230 | |
| Napkin moving average | Pantry bins, West, retail, households | 19 Oct | Backfill | 820 | 290 | |
| Weekender launch ramp | Desk organizers, South, wholesale, offices | 03 Nov | Reselection | 530 | 930 | |
| Weekender launch ramp | Pantry bins, West, retail, households | 29 Oct | Scheduled | 110 | 950 |
Put promotion and new-product assumptions beside the statistical demand baseline.
Approval waits for the reviewer
| NPI code | Item | Launch date | Expected peak quantity | Ramp up curve | Status | |
|---|---|---|---|---|---|---|
| NPI-BAG-2026-04 | Insulated travel tumbler, 16 oz | 27 Oct | 690 | Retail relaunch recovery | Submitted | |
| NPI-BIN-2026-07 | Stackable pantry bin, medium | 16 Oct | 570 | New store eight-week ramp | Submitted | |
| NPI-BOWL-2026-11 | Linen napkin set, sage | 25 Oct | 610 | New store eight-week ramp | Submitted | |
| NPI-THROW-2027-02 | Stackable pantry bin, medium | 22 Oct | 310 | Holiday gift curve | Submitted | |
| NPI-TUMBLER-2027-03 | Ceramic serving bowl, large | 01 Nov | 590 | End-of-life demand taper | Submitted |
Collect named commercial and capacity inputs into a reviewed demand position.
Consensus plans
| Consensus plan number | SOP cycle | Stage | Owner | Contributor count expected | Contributor count responded | |
|---|---|---|---|---|---|---|
| CP-71555 | February 2027 S&OP cycle | Draft | Yuki Sato | 35 | 17 | |
| CP-97745 | December 2026 S&OP cycle | Marketing review | Nisha Bhandari | 38 | 36 | |
| CP-87140 | May 2027 S&OP cycle | Sales review | Freya Lind | 32 | 22 | |
| CP-83240 | January 2027 S&OP cycle | Ops review | Owen Patel | 28 | 31 | |
| CP-18162 | April 2027 S&OP cycle | Reconciled | Yuki Sato | 39 | 25 |
Carry the demand position through meetings, decisions and a published cycle version.
SOP meetings
Investigate demand anomalies and carry reviewed item-location targets into inventory follow-up.
Exceptions
| Exception number | Planning entity | Type | Severity | Status | Assigned to | |
|---|---|---|---|---|---|---|
| EXC-11746 | Storage baskets, East, wholesale, boutiques | Large variance | Critical | Open | Owen Patel | |
| EXC-17469 | Linen napkins, West, retail, households | Trend break | High | Investigating | Elliot Moss | |
| EXC-23239 | Weekender bags, East, retail, travelers | Accuracy drift | Medium | Resolved | Freya Lind | |
| EXC-47147 | Desk organizers, South, wholesale, offices | Missing history | Low | Accepted | Freya Lind | |
| EXC-94097 | Serving bowls, North, online, hosts | Capacity mismatch | Critical | Dismissed | Nisha Bhandari |
Demand signal to published plan ships ready to use. 3 steps need a named approval before the work moves on: Commercial review (Demand Planning Manager), Consensus review (Demand Planning Manager) and Executive S&OP (Executive).
Define the item, region, channel and horizon for the series.
Review history, model runs and the baseline period amount.
Approve scoped promotion and launch assumptions.
Accept or reject named contributions before reconciliation.
Review the final version and recorded decision.
Retain the cycle position and review inventory targets.
Open any promotion to see the roles that work on it, its process stages and its approvals on one page.
Name, Item, Channel and Start period.
Records linked to this promotion.
Demand Planning Manager, Demand Planner and Sales Rep, each with their own permissions.
History review and Commercial review, with the role that acts.
Commercial review and Consensus review, with who decides.
Autumn pantry refresh · West
Signed in as Demand Planning Manager
| Decision | Approver | |
|---|---|---|
| Commercial reviewApprove scoped promotion and launch assumptions. | Demand Planning Manager | |
| Consensus reviewAccept or reject named contributions before reconciliation. | Demand Planning Manager | |
| Executive S&OPReview the final version and recorded decision. | Executive |
Everyone opens SCM with Demand Forecasting to the work that is theirs. Pick a role to see what it starts with.
Owns the demand planning function and the S&OP cycle; reviews consensus contributions and signs off the plan.
This is the first screen this role sees.
Promotions · Demand Planning Manager
Runs statistical forecasts, manages historical adjustments, investigates exceptions and prepares forecasts for review.
This is the first screen this role sees.
Exceptions · Demand Planner
Contributes consensus forecast input for own region and channel.
This is the first screen this role sees.
Consensus contributions · Sales Rep
| Consensus plan | Planning entity | Period | Contributor amount | Source | Status | |
|---|---|---|---|---|---|---|
| February 2027 regional consensus | Serving bowls, North, online, hosts | 22 Oct | 420 | Known deal | Draft | |
| March 2027 spring consensus | Desk organizers, South, wholesale, offices | 16 Oct | 300 | Channel change | Submitted | |
| March 2027 spring consensus | Pantry bins, West, retail, households | 20 Oct | 530 | New customer | Accepted | |
| May 2027 summer consensus | Linen napkins, West, retail, households | 27 Oct | 860 | Competitor move | Superseded | |
| January 2027 online consensus | Desk organizers, South, wholesale, offices | 22 Oct | 90 | Macro signal | Draft |
Contributes promotions and new product introductions and reviews promotion uplift.
This is the first screen this role sees.
Promotions · Marketing Manager
Consumes the published plan in supply review and raises capacity-constrained contributions.
This is the first screen this role sees.
Consensus contributions · Operations Lead
| Consensus plan | Planning entity | Period | Contributor amount | Source | Status | |
|---|---|---|---|---|---|---|
| February 2027 regional consensus | Serving bowls, North, online, hosts | 22 Oct | 420 | Known deal | Draft | |
| March 2027 spring consensus | Desk organizers, South, wholesale, offices | 16 Oct | 300 | Channel change | Submitted | |
| March 2027 spring consensus | Pantry bins, West, retail, households | 20 Oct | 530 | New customer | Accepted | |
| May 2027 summer consensus | Linen napkins, West, retail, households | 27 Oct | 860 | Competitor move | Superseded | |
| January 2027 online consensus | Desk organizers, South, wholesale, offices | 22 Oct | 90 | Macro signal | Draft |
Read-only S&OP review and executive sign-off.
This is the first screen this role sees.
Exceptions · Executive
Read accuracy, commercial changes, exceptions and safety targets against the cycle.
This quarter
How far records got this quarter
| Stage | Reached | Step | |
|---|---|---|---|
| Draft | 37 | ||
| Submitted | 15 | 41% | |
| Approved | 3 | 20% | |
| Live | 1 | 33% |
Sample totals per stage
Compare MAPE, WAPE and bias across forecast model runs for a planning entity.
Compare the four forecast amounts with actual quantity for each Forecasts period.
Review season strength and Method by planning entity and last recomputed at.
Compare expected uplift pct, Confidence and investment USD for approved promotions by item and period.
Compare contributor count expected with contributor count responded by consensus plans stage.
Group Exceptions by SOP cycle, Severity, Type and Status.
Compare total quantity impact and total revenue impact by base SOP cycle and Status.
Compare safety stock units and reorder point by Item, Location and SOP cycle.
See how SCM with Demand Forecasting fits your kind of team.
Review the same item across retail, wholesale, direct and ecommerce demand streams.
Keep recurring seasonal demand distinct from promotions and one-time orders.
Size introductions with a launch date, curve and comparable item context.
Each stage of demand signal to published plan names the role that acts and the status it records, so a change is never anonymous.
Each stage, the role that acts and the status it records
Ask Proto to prepare planning views and explain cycle records for human review.
Set up connections through ERP.AI and Proto workflows, with every change logged.
Every record lives in a table you can see, extend and export. Add fields or whole tables in Proto.
Browse all 31 tablesStart with one team and one process, then add the rest once the basics are running.
Select one item, region, channel and planning horizon, then assign the Demand Planner and cycle owner.
Load source sales periods and review any one-time orders or promotion effects with dated adjustments.
Choose the model assignment, inspect the latest run and read forecast amounts by period.
Prepare one promotion, review an introduction and gather named contributions.
Schedule demand, supply, reconciliation and executive meetings; retain decisions and version snapshots.
$0per user
The base account and everyday work in the ERP.AI app are free, for every user.
| Usage | Per $1 |
|---|---|
| Record reads (list, filter, get) | 20,000 |
| Search or aggregate queries | 4,000 |
| Record writes | 4,000 |
| Imported or synced records | 200,000 |
| Workflow runs | 2,000 |
| AI agent runs | 2,000 |
| Scheduled jobs or webhooks | 20,000 |
| File uploads (MB) | 2,000 |
| CSV or PDF exports | 100 |
Click Get started, then use Proto to configure SCM with Demand Forecasting for your business. Pilot one item, one region and channel, a planning horizon and a complete S&OP cycle.
It is the item, region, channel and optional customer-segment series that receives a forecast and an assigned planner.
Yes. A forecast period keeps baseline, adjusted, consensus and final amounts together, with actual quantity for later review.
Marketing Manager prepares the item, dates, uplift and confidence. The team reviews the affected periods and the approval before carrying the assumption into consensus.
An introduction records its launch date, peak quantity, ramp duration and optional curve, similar-item and cannibalized-item references.
Sales Rep, Marketing Manager and Operations Lead can enter period contributions with a source and justification. Demand Planning Manager reviews those inputs.
Assign an exception, inspect the affected history and model run, and record the resolution or cycle decision.
A what-if scenario records assumptions, affected planning entities and estimated impact against a base S&OP cycle.
Item-location targets record service level, lead time, forecast variability and calculated quantities for inventory follow-up.
Meetings, attendees, decisions and forecast versions attach to the S&OP cycle, preserving the review sequence.
Start free, then use Proto to change fields, steps and approvals before your team goes live.