The operating system for enterprise decisions

You don't open itto find the work.It already did it.

Auctorian is an always-on software worker that watches enterprise evidence, makes the recurring decisions a business makes every week, and brings you only the moments that need your authority — reasoning attached.

Not a chatbot. Not a dashboard. Not a workflow tool. A decision layer that compiles business intent into governed action, and keeps the record of why.

Watching · live evidenceScenario

Good morning. $8.4M is in play across three decisions—one is leaking margin now and needs you.

3,680,000 recurring decision episodes · 612,480 ready · 38,412 consequential now

P1
NEEDS YOU NOWHUMAN APPROVAL
Margin leakage on hero SKU
Pricing · SKU-10428 × STORE-204 · Raise price by 3%
$1.4M
P2
READY TODAYAUTO EXECUTE
Prevent hero-SKU stockout
Replenishment · 11 stores × next 7 days · Reorder 1,180 units
$4.9M
P3
WATCHINGHUMAN APPROVAL
Aged inventory approaching exit window
Markdown · 14 styles × 9 cities · Stage 22% markdown
$2.1M
My readRecommended

Raise SKU-10428 by 3%—priced below market with thin headroom; elastic demand holds.

Hold at listRaise +3%Raise +7%
Modelled exposure
$1.4M
Margin
+1.2 pt
Expected
+$2,300 / wk
Confidence
High

Destination architecture. These are authored scenario values that demonstrate the North Star product, not measured customer outcomes.

01 · The decision space

Most of what it could suggest never reaches you.

Behind every recommendation is a search across every decision the business could make this week, narrowed to the handful that matter. The narrowing is the product.

Compiler funnelGrammar × applicability × evidence × freshness × consequence—not a brute-force Cartesian product.
01
Canonical question programs
646
02
Tenant-valid decision coordinates
12.84M
03
Recurring active episodes
3.68M
04
Decision-ready now
612,480
05
Materially consequential now
38,412
06
Selected for this intent
37
Decision coordinates14 domains · 646 question programs
Product72,000 SKUs · 5,840 styles
Place48 stores · 9 cities · ecommerce
Channelstore · ecommerce · media
Timeday · week · event · Q4
Actorcommercial · supply · finance · ops
Policytenant · domain · question · scope
02 · The operating surface

That’s not one decision. That’s the whole surface.

One business intent compiles into 37 canonical sub-decisions across 14 domains — each with its own grain, evidence, policy and authority.

Protect Q4 margin and availability across South India apparel. Recover excess inventory without hurting hero-SKU availability, customer promise, brand position, or cash.

productApparel · all active styles
placeSouth India · 48 stores + ecommerce
channelStore · ecommerce · retail media
timeQ4 · weekly operating cadence
actorCommercial, supply, finance and operations
Domains · 1410 acting · 4 declined, deferred or blocked
PricingPRC-Q09
SKU × Store × Day · L10 · autonomy candidate
Raise 38 hero-SKU/store prices by 2–4%
ACTION
HUMAN APPROVAL
dqs 96
$1.24M
MarkdownMD-Q09
Style × City × Week · L9 · outcome supported
Stage 22% markdown on 14 aged styles
ACTION
HUMAN APPROVAL
dqs 92
$1.68M
ReplenishmentREP-Q09
SKU × Store × Day · L10 · autonomy candidate
Reorder 1,180 units across 11 stores
ACTION
AUTO EXECUTE
dqs 94
$920K
AllocationALC-Q12
SKU × Destination × Wave · L8 · dry-run supported
Reallocate 920 units to higher-value demand
ACTION
HUMAN APPROVAL
dqs 90
$780K
Fulfillment / ATPATP-Q07
Order line × Node × Promise · L8 · dry-run supported
Reserve scarce ATP for high-risk promises
ACTION
HUMAN APPROVAL
dqs 89
$540K
AssortmentAST-Q18
Style × Cluster × Season · L7 · review supported
Propose exit of 18 low-productivity styles
DEFER
BOARDROOM
dqs 87
$1.18M
Buying / POBUY-Q11
PO line × Destination × Receipt week · L8 · dry-run supported
Defer 2,400 units and cancel 760 units
ACTION
BOARDROOM
dqs 91
$2.14M
Demand ForecastingFCST-Q22
SKU × Store × Week · L9 · outcome supported
Keep champion; challenger remains in shadow
NO ACTION
SHADOW
dqs 84
TransfersTRF-Q08
SKU × Source × Destination × Day · L10 · autonomy candidate
Transfer 620 units under certified canary
ACTION
AUTO EXECUTE
dqs 95
$660K
MFPMFP-Q14
Category × Region × Month · L7 · review supported
Rebalance $2.8M across OTB and markdown budgets
ACTION
BOARDROOM
dqs 93
$2.84M
PromotionPRO-Q16
Offer × Channel × Event · L8 · dry-run supported
Suppress promo on price-recovery hero SKUs
NO ACTION
HUMAN APPROVAL
dqs 90
$480K
Returns / RTORET-Q12
Return line × Node × Day · L7 · review supported
Route 1,420 units to resell, repair, or liquidation
ACTION
HUMAN APPROVAL
dqs 88
$390K
Vendor / SupplyVND-Q09
Vendor × SKU × Receipt week · L6 · workflow supported
Blocked: factory capacity attestation expired
BLOCKED
BLOCK
no dqs
$510K
Paid Demand / Retail MediaADS-Q10
Campaign × Audience × SKU × Day · L9 · outcome supported
Shift $180K from constrained to available inventory
ACTION
AUTO EXECUTE
dqs 92
$860K

Four of the fourteen do not act. Forecasting keeps its champion and leaves the challenger in shadow; assortment defers to a boardroom; promotion suppresses itself to protect a price recovery; vendor supply is blocked outright because a factory capacity attestation expired. A system that only ever says yes is not governed.

03 · Policy

Your policy runs first, before the intelligence.

Constraints narrow what is possible before anything is allowed to recommend. Of the candidate actions generated for this intent, most are removed by the tenant's own rules — not by a model's preference.

Candidate factory286 generated → 12 compiled
Raw candidates286
Pruned by policy173
Simulated42
Compiled actions12
No action4
Deferred3
Blocked2
Guardrails3 pass · 2 pruned · 1 review · 1 block
G-001
Margin floor
≥25%
PASS
G-003
Price increase
≤15%
PASS
G-010
Single-decision exposure
≤2% weekly revenue
PASS
MFP-OTB
Open-to-buy envelope
31 candidates removed
PRUNED
BRAND-01
Hero price image
promo + markdown conflict
PRUNED
ATP-FAIR
Reservation fairness
human approval required
REVIEW
VND-CAP
Vendor capacity authority
attestation expired
BLOCK
04 · Simulation and arbitration

Six sensible decisions can still add up to a mess.

What survives policy is tested against futures that don't go to plan — and against the other decisions, because a price rise and a markdown on the same inventory are each defensible alone.

Scenariosprobability-weighted
Base demand
44%
$4.8M
svc 96
Upside demand
18%
$5.6M
svc 94
Downside demand
17%
$3.5M
svc 97
Supply shock
12%
$2.9M
svc 89
Competitor response
9%
$3.8M
svc 95
Cross-decision conflicts · 6resolved before authority is routed
Pricing × MarkdownMERGE

Same SKU receives price rise and markdown

Segment inventory; price hero, markdown aged tail

Promotion × PricingOVERRIDE

Promo erodes governed price recovery

Suppress offer on 38 hero SKUs

Replenishment × TransfersSEQUENCE

Both create supply for the same shortage

Transfer first; reduce reorder quantity

Buying × MarkdownDEFER

New buy competes with aged stock reduction

Defer PO and preserve markdown budget

Paid demand × ATPREROUTE

Spend amplifies demand where promise is constrained

Shift spend to available inventory

Allocation × FulfillmentPRECEDENCE

Store allocation competes with committed orders

Reserve customer promise before allocation

05 · Authority

You approve it as one thing. One diff, across all of it.

Not thirty-seven notifications. One reviewable enterprise diff — with each piece routed to whoever is actually allowed to sign it.

PatchSet · pset_ns_q4_00112 actions · 4 no-action · 3 deferred · 2 blocked
Pricing
Raise 38 hero-SKU/store prices 2–4%
HUMAN APPROVAL$1.24M
Markdown
Stage 22% markdown on 14 aged styles
HUMAN APPROVAL$1.68M
Transfers
Move 620 units before reordering
AUTO EXECUTE$0.66M
Buying
Defer 2,400 and cancel 760 units
BOARDROOM$2.14M
Paid demand
Shift $180K to available inventory
AUTO EXECUTE$0.86M
MFP
Rebalance $2.8M financial envelope
BOARDROOM$2.84M
pset_ns_q4_001 · v1.0.0 · 0x9ca4…f21 · modeled annual value $18.4M — scenario, not customer outcome
Boardroomapproved for staged execution
VP Merchandising
Commercial
APPROVED
CFO delegate
Finance
APPROVED WITH CHANGE
VP Supply Chain
Supply
APPROVED
Decision Risk Officer
Governance
APPROVED
Cap cancellation at 760 units; require vendor acknowledgement before additional release.
06 · Execution control

Staged, reversible, and never silent.

Governed intent becomes idempotent, observable execution against real systems — with a rollback for every action and a kill switch over all of them.

Connectors · 8each with a declared rollback
Price book
UPDATE_PRICE · rollback: restore prior price
STAGEDACKNOWLEDGED
ERP / PO
DEFER_CANCEL_PO · rollback: release deferred lines
HUMANAWAITING APPROVAL
WMS
CREATE_TRANSFER · rollback: cancel before pick
CANARYACKNOWLEDGED
OMS / ATP
RESERVE_INVENTORY · rollback: release reservation
STAGEDACKNOWLEDGED
Promotion calendar
SUPPRESS_OFFER · rollback: restore offer eligibility
STAGEDACKNOWLEDGED
CRM / loyalty
UPDATE_ELIGIBILITY · rollback: restore segment policy
DRY RUNVALIDATED
Retail media
REALLOCATE_BUDGET · rollback: restore prior budget split
CANARYACKNOWLEDGED
Vendor portal
REQUEST_ATTESTATION · rollback: not applicable
BLOCKEDAUTHORITY EXPIRED
Control planeenv_ns_q4_001
Dry runPASS
Canary cohort5 stores · 10% media budget · 2 transfer lanes
Kill switchARMED
Rollback coverage100%
Acknowledgements5
Retries0
Idempotencyidem:pset_ns_q4_001:v1
07 · Outcome and learning

Then it measures whether it was right — and that’s what earns it authority.

Treated against control over 28 days, not a before-and-after chart. The scenario's plan modeled $4.6M and realised $4.1M: measurement that can come in under the forecast is the only kind worth having.

Attributed outcometreated control + difference in differences · simulated attribution
Gross marginpredicted $3.1Mactual $2.8M
Working capitalpredicted $1.0Mactual $1.1M
Lost sales avoidedpredicted $0.5Mactual $0.4M
Service levelpredicted 96%actual 95.6%
184 treated · 176 control · 8-week baseline · CI [3.5, 4.7]
Autonomy changescalibration error 14.2% → 7.1%
TRF-Q08 · BOUNDEDSOVEREIGNGRADUATE

22 certified episodes · reversible · zero rollback failures

PRC-Q09 · ADVISORYBOUNDEDGRADUATE

18 certified episodes · calibration inside policy

MD-Q09 · ADVISORYADVISORYHOLD

hold · tail-risk confidence below graduation gate

FCST-Q22 · BOUNDEDSHADOWDEMOTE

demoted · regional drift exceeded threshold

One path graduates to sovereign after 22 certified episodes with zero rollback failures. One holds. And one is demoted— regional drift pushed the forecast path back into shadow. Authority that can only ever increase isn't earned, it's assumed.

08 · Memory and reach

Every step kept, in order, and replayable.

The ledger is the deepest moat: 37 decision nodes, 68 edges and 14 learning edges, where each decision's outcome sharpens the adjacent ones. None of this is specific to retail.

Decision ledger · 12 eventshash-chained, append-only
01
intent.receivedProtect Q4 margin and availability
operator
02
workflow.compiled37 questions · 14 domains
system
03
signal.bundle.bound428 governed signals
system
04
candidates.generated286 candidates
system
05
guardrails.evaluated173 pruned
policy-engine
06
simulation.completed5 scenarios · 42 candidates
digital-twin
07
arbitration.completed6 conflicts resolved
arbitrator
08
patchset.compiledpset_ns_q4_001
compiler
09
boardroom.approved4 reviewers · 1 change
boardroom
10
execution.staged8 connectors · canary
control-plane
11
outcome.certified$4.1M incremental value
certification
12
autonomy.updated2 graduate · 1 hold · 1 demote
governance
Compounding14 learning edges
Pricing outcome updates promotion elasticity boundary
Markdown sell-through updates next buy quantity
Transfer lead time updates replenishment source choice
ATP promise failures update allocation precedence
Return disposition updates assortment exit score
Registrycertified for registry
KernelDecision Kernel 4.2
Retail cartridgeretail_v6.4 · certified
Second industryManufacturing operations
Partner cartridgemanufacturing_capacity_v1
Contract tests312 · 148 compatibility
Where we actually are

Everything above is where this goes. Here’s what has shipped.

One complete decision episode, compiled end to end by the real engine, with proof anyone can re-check. It is advisory: nothing was dispatched to a live system, and no number on it is a measured customer outcome.

Every company will need this. Nobody has built it yet.

Shipped · observed engineeringroute human approval
Where are we leaking margin this week, and what should we do first?
Decision quality96 · yellow readiness
Authorityhuman approval · operator
Signals11 resolved · 5 honestly absent
Candidates3 scored · BASE selected
Dispatchnone — advisory only
Artifactartifact:7c07fd589a9d5848ba6ec2d390e930e6
Evidence payload0507dfb5f3f50605…
North star scenario · northstar_apparel_full_decision_os_v2 · payload 1f0b2ef45a0f1bef… Destination architecture. These are authored scenario values that demonstrate the North Star product, not measured customer outcomes.