Supervised AI commerce operations for multi-merchant teams

Find the real cause of commerce incidents—across every system.

Rootspan investigates the catalog, feed, storefront, app, and channel states behind recurring commerce incidents. It assembles the evidence, proposes a safe correction, and defines verification under human approval.

Illustrative investigation · synthetic dataRead-only by default · Evidence linked · Human approved
CASE-CONCEPT-017Promotion price diverges across the stack
Illustrative investigation · synthetic data

Permitted state

01
Commerce catalogSource
$99
02
Promotion appPermitted app state
$79
03
Structured dataStorefront
$99
04
Feed overrideChannel feed
$79

Evidence timeline

$99Catalog base price
$79Approved campaign intent
$99Destination-visible evidence
$79Channel-specific override
Selected hypothesisStorefront offer is stale

Proposed correction

Structured offer price
Review required
- 99.00+ 79.00
Basis
Approved promotion intent + feed state
Blast radius
14 synthetic variants
Rollback
Prior value retained
Verify
Re-observe storefront + destination

Illustrative investigation using synthetic data. The commerce catalog reports $99 at 09:02, the promotion app reports $79 at 09:04, structured data reports $99 at 09:07, and the feed override reports $79 at 09:09. The selected hypothesis is a stale storefront offer. The proposed correction changes the destination-visible structured offer from $99 to $79 for 14 synthetic variants, remains subject to human approval, retains a rollback, and is verified by re-observing the storefront and destination.

Read-only by default Evidence linked Human approval before action Complete audit trail

The operational gap

The alert is only the beginning.

A destination can name the symptom. It rarely tells your specialist which upstream state, transformation, or override actually produced it.

PRICE_MISMATCH

“Landing page price does not match submitted price.”

Destination symptom
01

Commerce platform

Base offer remains at $99

02

Promotion app

Campaign intent changes to $79

03

Structured data

Rendered offer remains at $99

04

Feed override

Channel submits $79

05

Destination

Crawler observes a disagreement

The investigation loop

Trace the incident to its real source.

The design-partner workflow keeps evidence and authority visible from first observation through recovery.

Design-partner workflow
  1. 01Observe

    Observe permitted state

    Read scoped states from the systems already involved—without taking control away from them.

  2. 02Assemble

    Assemble evidence

    Preserve each source, timestamp, authority label, and disagreement instead of flattening them.

  3. 03Trace

    Trace the causal chain

    Connect the destination symptom to the transformations and overrides that could have produced it.

  4. 04Approve

    Propose and approve

    Present the smallest exact diff, evidence basis, blast radius, and rollback for human review.

  5. 05Verify

    Verify and learn

    Re-observe the affected states, record the receipt, and retain the case for recurrence analysis.

One concrete incident

Four prices. One symptom. A chain of evidence.

The point is not noticing a mismatch. The point is reconstructing the competing values, authority, stale layer, narrow correction, and verification plan.

CASE-CONCEPT-017Promotion price diverges across the stack
Illustrative investigation · synthetic data

Permitted state

01
Commerce catalogSource
$99
02
Promotion appPermitted app state
$79
03
Structured dataStorefront
$99
04
Feed overrideChannel feed
$79

Evidence timeline

$99Catalog base price
$79Approved campaign intent
$99Destination-visible evidence
$79Channel-specific override
Selected hypothesisStorefront offer is stale

Proposed correction

Structured offer price
Review required
- 99.00+ 79.00
Basis
Approved promotion intent + feed state
Blast radius
14 synthetic variants
Rollback
Prior value retained
Verify
Re-observe storefront + destination

Illustrative investigation using synthetic data. The commerce catalog reports $99 at 09:02, the promotion app reports $79 at 09:04, structured data reports $99 at 09:07, and the feed override reports $79 at 09:09. The selected hypothesis is a stale storefront offer. The proposed correction changes the destination-visible structured offer from $99 to $79 for 14 synthetic variants, remains subject to human approval, retains a rollback, and is verified by re-observing the storefront and destination.

HYPOTHESIS

The promotion intent and feed agree at $79, while the storefront's structured data remains at the $99 base price.

AUTHORITY BASIS

Campaign intent is treated as authoritative for this synthetic case only; an operator must confirm authority in a real diagnostic.

VERIFICATION

Re-observe the rendered offer and destination response after propagation; close only when both report $79.

Portfolio leverage

Your team keeps authority. Rootspan does the reconstruction.

Repeated specialist work compounds across merchants: pull the same screenshots, compare the same sources, re-establish the same timeline. Rootspan’s direction is to make that reconstruction reusable while preserving the systems, feed tools, workflows, and client permissions you already operate.

Explore the case record
Merchant portfolioRecurring incident patterns
P1Catalog → feed driftScoped review
P2Promotion propagationEvidence ready
P3Identifier lineageScoped review
P4Destination visibilityScoped review

Controlled access

Every conclusion should show its evidence.

Permission boundaries are part of the operating model—not a footer promise added after the workflow is designed.

Review security & permissions
01

Scoped observation

Use only permitted states needed for the diagnostic.

02

Evidence-linked conclusions

Retain the source, observation time, and authority basis.

03

Proposed diffs

Show the exact field change and affected entities before action.

04

Explicit approval

No external write occurs without the accountable operator.

05

Verification receipts

Re-observe the destination and preserve what happened.

06

Excluded sensitive data

Credentials, payment data, and customer PII are not required.

Dennis Koshta, founder of Rootspan
Accountable founder

Built for the gap between commerce systems.

Dennis Koshta is the founder and software engineer building Rootspan. The focus is the operational work that begins after a tool raises an alert: reconstructing what each system believed, why the states diverged, and what a safe recovery would require.

Why Rootspan

Questions worth asking

Specific answers, without the pitch fog.

Is Rootspan another feed validator?

No. Feed checks are useful, but the operating thesis starts where a validator stops: reconstructing which upstream system, override, or destination state produced the incident.

Does Rootspan make changes automatically?

No. The design-partner workflow is read-only by default. A correction is proposed as an inspectable diff, and external action requires explicit human approval.

What data is needed for a first conversation?

Only a description of the recurring workflow. Do not send exports, credentials, customer information, payment data, or sensitive incident details through the website.

Does this replace our commerce or feed tools?

The product direction is to work above the systems your team already operates, preserving tool ownership, client authority, and specialist judgment.

Private design-partner program

Start with one recurring incident.

Bring the workflow, not the data. In 20 minutes, we’ll map where the evidence lives, why the reconstruction repeats, and whether a scoped diagnostic is worth testing.

Book a 20-minute call