01 / Improve what exists
Use existing SaaS settings, data checks and clearer ownership when the tool already supports the task.
FDE FIELD GUIDE / COMMERCE
Cross-border commerce. A workflow your team can own.
Start with one operational gap. Connect the evidence, the approval and the actual result—then leave the rules and operating knowledge with your team.
Consulting framework + synthetic demonstrations
Adapted from my cross-border AI consulting materials. The interface, accounts, amounts and receipts in the videos are synthetic. They explain a proposed workflow, not a deployed client system or measured business results.
01 / THE WORKFLOW ON SCREEN
Watch the handoffs, not just the interface.
A silent, Chinese-language click simulation. English captions and a written walkthrough explain each stage. No accounts are connected and no actions are executed.
Read the walkthrough
- 00s / Choose one business task
A new automation is not always the right answer. First compare the existing SaaS, agency responsibilities and manual handoffs. If configuration solves the problem, the recommendation can stop there.
- 06s / Check approved product facts
Validate source revision → draft for each market → compare product claims and cultural wording → obtain release approval → submit through an allowed API or account route → check final status.
- 16s / Adapt language, review claims
Validate source revision → draft for each market → compare product claims and cultural wording → obtain release approval → submit through an allowed API or account route → check final status.
- 26s / Read back results; stop retries
Validate source revision → draft for each market → compare product claims and cultural wording → obtain release approval → submit through an allowed API or account route → check final status.
- 34s / Investigate advertising changes
Verify freshness and sample size → explain the anomaly → propose a keyword bid change in shadow mode → obtain approval → execute only within scope → read back the platform state.
- 42s / Approve a bounded bid action
Verify freshness and sample size → explain the anomaly → propose a keyword bid change in shadow mode → obtain approval → execute only within scope → read back the platform state.
- 50s / Coordinate store operations
Map the handoffs → prepare page/content drafts → show material readiness → review facts and links → test → release only the approved channel task.
- 58s / Hand the relationship to a person
Deduplicate and tier → explain fit → draft an individual opener → review before contact → synchronize state → hand pricing, rights and relationship decisions to a person.
- 68s / Leave reusable Skills with the team
Assess net value; transfer Skills, regression cases, runbooks and team practice.
Optional / AI-generated visual concept · 35s
A separate 35-second Lovart concept film, supplied with the consulting materials. Generative text and placeholder values are visual direction only; use the click simulation and written criteria for process detail. Silent; no music or voice.
02 / THE FIRST DECISION
Find the gap before adding another system.
A new automation is not always the right answer. First compare the existing SaaS, agency responsibilities and manual handoffs. If configuration solves the problem, the recommendation can stop there.
02 / Add one missing loop
Connect evidence → draft → approval → authorized action → readback for one country, account or workflow.
03 / Expand only after review
Consider a broader system after the narrow workflow demonstrates value and the team can maintain it.
03 / SCOPED WORKFLOWS
Four workflows. A different boundary for each.
Scope them independently. A useful draft does not grant permission to publish, change advertising, send mail or ship a sample.
01
FIRST PILOT CANDIDATE
Advertising: from an anomaly to a reviewed action.
Reports show a change, but the next decision depends on attribution, inventory, strategy and who is already writing to the account.
- What goes in
- Authorized account exports; agreed attribution window, timezone and currency; current rules and a named account operator.
- The workflow
- Verify freshness and sample size → explain the anomaly → propose a keyword bid change in shadow mode → obtain approval → execute only within scope → read back the platform state.
- What comes out
- A versioned rule set, evidence-linked action queue and an execution ledger containing old/new values, approver, action ID and platform result.
- When it stops
- Stale data, insufficient samples, cost limits, conflicting changes, platform rejection or repeated non-improvement route the item to a person.
- How to check it
- Check rule correctness and approved-versus-read-back consistency. Report spend, conversions, observation window, denominators and failures separately.
- Important boundary
- Stopping the adjustment loop does not stop live ads. Restoring a bid cannot undo money already spent; campaign pauses require separate authority.
02
PRODUCT FACTS → LOCAL MARKETS
Listings: adapt the expression, keep the facts.
Product facts, permitted images and market-specific fields are scattered. A fluent translation can still invent a feature or miss a required field.
- What goes in
- Approved SKU master, variation/category mapping, permitted images, brand vocabulary and the price/inventory source.
- The workflow
- Validate source revision → draft for each market → compare product claims and cultural wording → obtain release approval → submit through an allowed API or account route → check final status.
- What comes out
- A source-linked SKU/market draft matrix, field-level differences, review decisions and the actual submission and activation status.
- When it stops
- Missing facts, uncertain image rights, conflicting revisions, validation requests or an ambiguous submission result hold the affected item for review.
- How to check it
- Check field completeness, source accuracy and final platform state. Use a business idempotency key and read back before retrying.
- Important boundary
- API acceptance is not final publication. Review full replacements versus partial updates so omitted attributes are not accidentally lost.
03
OPERATIONS & MATERIAL READINESS
Store operations: make the dependencies visible.
Pages, SEO, catalog work, paid campaigns, UGC and email each depend on different materials and people.
- What goes in
- Approved product facts and brand materials; current site/tool responsibilities; permitted assets and the specific channel scope.
- The workflow
- Map the handoffs → prepare page/content drafts → show material readiness → review facts and links → test → release only the approved channel task.
- What comes out
- A channel task board, drafts, material/rights checklist, test evidence and release records. Low SKU volume may make bulk listing a lower priority.
- When it stops
- Unapproved images, unverified recipient permissions, unsynced opt-outs or failed tests keep email unsent. Domain, payment and legal text need the responsible owner.
- How to check it
- Verify the agreed functionality, mobile behavior, material readiness, exclusions and actual release receipts.
- Important boundary
- SEO rankings and sales are observations, not guaranteed outcomes. Avoid low-value mass pages and manipulative links.
04
KOL / HUMAN RELATIONSHIP HANDOFF
Creator collaboration: automate preparation, name the handoff.
Lists, draft messages, replies and sample tasks drift apart; repetitive outreach can become duplicate or unwelcome contact.
- What goes in
- Permitted, traceable creator sources; public collaboration-relevant evidence; exclusions and a named relationship owner.
- The workflow
- Deduplicate and tier → explain fit → draft an individual opener → review before contact → synchronize state → hand pricing, rights and relationship decisions to a person.
- What comes out
- A source index, reviewed drafts, contact/suppression ledger and a fulfillment checklist. Sample orders, payments and confirmed addresses need separate approval.
- When it stops
- Opt-out, refusal, bounce, duplicate contact, address conflict or a request for a person stops the relevant action.
- How to check it
- Inspect source traceability, draft acceptance, duplicate contact and agreement between the ledger and communication state.
- Important boundary
- A prepared opener is not a sent message; a reply is not a sale. No automated negotiation of commercial terms or asset rights.
04 / FROM READ-ONLY TO HANDOVER
Earn the next level of access.
01 / Diagnose · read only
Confirm the tool gap, source dictionary, baseline and owners using sanitized samples.
Exit: agreed task, data scope and acceptance criteria.
02 / Draft · shadow mode
Generate candidate actions and compare them with the operator’s judgment.
Exit: reviewed rules, representative cases and workable stop conditions.
03 / Approved · limited writes
Use one designated writer, bounded objects/limits, action IDs, readback and escalation.
Exit: written authority and demonstrated exception handling.
04 / Review · hand over
Assess net value; transfer Skills, regression cases, runbooks and team practice.
Exit: named maintenance owner and a continue/change/stop decision.
05 / THE OPERATING ASSETS
The delivery is a set of usable operating assets.
Data contract
Input schema, source revision, freshness, timezone/currency and allowed data use.
Rule book
Version, observation window, sample minimum, limits, cooldown and conflict policy.
Action ledger
Evidence, old/new values, approver, action ID, execution status and platform readback.
Acceptance pack
Representative cases, failures, denominators and operator review—not only a green demo.
Recovery runbook
Stop, reconcile before retry, restore where permitted and hand over to an owner.
Team capability
Versioned Skills, dependency list, training exercise and a maintenance/change checklist.
Measure the work that remains.
Net time benefit = comparable manual baseline − manual operation, review and exception-handling time after automation. Record model, tool, implementation and maintenance costs separately. Compare advertising with the same attribution and observation window; do not attribute all revenue or traffic changes to AI.
What a useful acceptance test looks like
- Stale advertising data
- Hold the candidate; keep the reason and route it to the operator. No bid write.
- Submission timed out
- Reconcile the actual platform state before retrying. No duplicate task.
- Unsupported product claim
- Flag the phrase, link the approved source and return the draft for review.
- Creator opts out
- Suppress further contact and synchronize the status; keep only necessary records.
Download the public pilot worksheet ↓Sanitized planning template · Markdown · no customer data
06 / A USEFUL NEXT STEP
Bring one workflow, not your production credentials.
A sanitized input example, the current handoff and the person responsible are enough for an initial fit discussion. We can define a diagnostic or pilot scope before any production access or commitment.
Discuss this workflow ↗Platform references
Consult platform documentation for the actual account, market and current API capabilities. Tool access and production integrations require environment-specific validation.