
Clean incomplete manifests, enrich missing product data, and generate structured rows directly from product images — inside your existing Excel or Google Sheets workflow.
Remove manual SKU classification
Standardize internal taxonomy automatically
Reduce manifest preparation time by hours
Most import teams underestimate the operational burden until they measure it. Here's what processing a single large manifest actually requires.
| Metric | Manual Process | AI Automation |
|---|---|---|
| Processing Time | 7–10 business days | ~20 hours |
| Staff Required | 6+ team members | 1 reviewer |
| Data Entry | 100% manual input | Zero manual entry |
| Classification Consistency | Varies by operator | 100% standardized |
| Error Rate | Increases with volume | Consistent accuracy |
| Concurrent Manifests | Sequential only | Unlimited parallel |
| Scalability | Requires hiring | Instant capacity |
Every manifest you process manually costs you 300+ labor hours, delays shipments, and compounds risk. Let's map your current workflow and identify where automation delivers immediate ROI.
No sales pitch. No obligation. Just a strategic conversation about your current process and where AI can reduce operational burden.
This system was developed inside a real footwear import workflow handling high-volume manifests — not as a marketing experiment.
No mockups. No staged data. Just operational automation.
Live production manifest enrichment run — recorded in real-time.

Both systems are proven in production. Pick the one that matches your current workflow challenge.
Fill missing product data automatically
Applies your internal taxonomy rules consistently — eliminates subjective staff interpretation
2 rows/second for single-column updates like division or sub-category
7 minutes per 100 rows for complex multi-field enrichment
Image analysis + UPC lookups for accurate product details
Best for: You have incomplete manifests with UPC codes or style numbers, and need standardized, review-ready manifest data
Turns product images into structured, ready-to-use manifest rows — automatically inside your existing Excel workflow.
Extracts brand, category, gender, season, colour from product images
Applies your internal classification rules for consistency with your taxonomy
Outputs clean, consistent manifest data ready for customs and compliance
Best for: Suppliers send you photos or PDFs instead of spreadsheets, and you need to create manifests from scratch
Not sure which system fits your workflow? Send me an email describing your current process.
ramanayakethejitha@gmail.com
Measured in production. No estimates, no marketing fluff.
Categories and taxonomies: Applies your internal taxonomy rules consistently
Processing speed: 2 rows/second for simple updates, 7 minutes per 100 rows for complex scenarios
Image analysis: Produces standardized, review-ready manifest data
UPC database lookups: Results depend on UPC coverage and data quality
Complex product details: Some fields require manual verification
Supplier data quality: Better input = better automated results
Operations-to-operations honesty: We built this inside a real import/export workflow. Taxonomy and classification are consistent, while other fields need oversight. We tell you which is which.
Because it was built by someone who lives in your world and talks to you like a peer, not a vendor.
Not a consultant. Not a generic AI agency. Built inside an actual import/export operation by someone who deals with incomplete manifests daily.
Consistent taxonomy application and 2 rows/second processing are real numbers from live enrichment runs. The video above shows production data.
Categories and taxonomy? Applied consistently. UPC lookups? Depends on database coverage. Complex product specs? Needs verification. We tell you upfront.
Works with your existing Google Sheets or Excel files. No new software for your team to learn. No data migration. Just better automation.
Describe your workflow via email. Get a straight answer about whether automation makes sense for your case. No calendar booking, no pitch deck.
The bottom line:
You're not buying software. You're talking to someone who understands your headaches because they have the same ones.

If your team spends hours each week on manifests, spreadsheets, and manual data processing—and errors or delays are impacting operations—this is for you.
Spending 10+ hours per week on manifests, customs paperwork, and correcting supplier data errors before shipments.
Processing hundreds of SKUs per season, matching style numbers to descriptions, filling missing material classifications manually.
Managing incomplete supplier files, manually enriching product data, and dealing with inconsistent catalog formats.
Coordinating between multiple suppliers with different formats, consolidating data, and preparing shipment documentation under tight deadlines.
Bottlenecked by manual spreadsheet work, data entry errors causing shipment delays, and teams asking for more headcount to scale.
Send me an email describing your current manifest or data workflow. I'll tell you what can be automated and give you a straight answer about time savings. No pitch, no pressure.
ramanayakethejitha@gmail.com
Email me with details about your current manifest or enrichment process. I'll give you a straight answer about what can be automated and what the actual time savings would be.
Tell me about your workflow and pain points
Get a realistic assessment of what automation can do
No calendar booking, no sales pitch, just honest answers
Operations manager to operations manager
Built inside a real operation, designed for people who value honesty over hype