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Quality Pilot - local crop and fill 2026-09-2210 products · 73 imagesQuality Pilot — framing update 2026-09-2210 products · 73 imagesNykaa test10 products · 73 imagesQuality Pilot10 products · 73 imagesbhyrav test410 products · 2421 imagesAJIO Batch410 products · 2421 imagespilot-test29 products · 182 imagespilot29 products · 182 imageshopscotch test50 products · 381 imagesBhyrav Test359 products · 2375 imagesCatalogue359 products · 2375 images
ChatProcessReview
10 products · 73 images

import

Reading the request

The user wants to import their attached spreadsheet(s) into a batch.

Planning the steps
  1. 1. open_workbook — Open all attached sheets
  2. 2. profile_columns — Inspect each sheet's columns
  3. 3. map_columns — Declare mapping per sheet
  4. 4. ask_user — Get batch name (if no open batch)
Opening the workbook
opened1 item
Profiling the columnsQuery result

10 rows · header on row 1

columntypefilldistinctsample
product_idnumber100%101320391
1url100%10http://static.hopscotch.in/fstatic/product/202609/cdc6c05e-02ad-4b5f-928e-39546a90a3ce_full.jpg
Image_2url100%10http://static.hopscotch.in/fstatic/product/202609/35022b4d-bda7-4d12-8410-76256a135220_full.jpg
Image_3url100%10http://static.hopscotch.in/fstatic/product/202609/66ec0565-3851-4334-b750-38d30ad690c3_full.jpg
Image_4url100%10http://static.hopscotch.in/fstatic/product/202609/97f83ea8-371c-4ca6-bd65-84f5d7c610e9_full.jpg
Image_5url100%10http://static.hopscotch.in/fstatic/product/202609/ac505d27-b48c-497b-9f32-1675a971fac8_full.jpg
Image_6url100%10http://static.hopscotch.in/fstatic/product/202609/ad6b5d09-6b83-4edc-bfc7-da019f6f1c8d_full.jpg
Image_7url90%9http://static.hopscotch.in/fstatic/product/202609/eab8a657-da0a-4f39-9547-4b8160e85f27_full.jpg
Image_8url30%3http://static.hopscotch.in/fstatic/product/202609/b2ce6043-7491-4326-ae04-9d1522c48548_full.jpg
Image_9url10%1http://static.hopscotch.in/fstatic/product/202609/f6dac8b5-3867-456d-b50c-69f647c3bde3_full.jpg
Image_10empty0%0
Mapping the columns

wideone row per product, images across several columns

key columnproduct_id
images from1, Image_2, Image_3, Image_4, Image_5, Image_6, Image_7, Image_8, Image_9, Image_10
products~10
Asking you something

What would you like to call this batch?

No batch name given and no batch is open; I can't invent one.

6 calls · 32,324 tokens · 29s(no rates set)
stagecallstokenscreditstime
orchestrator632,324—29.1s

6 calls unpriced — set KIE_USD_PER_CREDIT, FAL_USD_PER_BACKGROUND_REMOVAL, FAL_USD_PER_FLOWEDIT or REPLICATE_USD_PER_SECOND to see dollars.

Nykaa test

Taking your answer

Create a new batch named "Nykaa test" from the mapped sheet.

re-running: open_workbook, profile_columns, map_columns

Opening the workbook
opened1 item
Profiling the columnsQuery result

10 rows · header on row 1

columntypefilldistinctsample
product_idnumber100%101320391
1url100%10http://static.hopscotch.in/fstatic/product/202609/cdc6c05e-02ad-4b5f-928e-39546a90a3ce_full.jpg
Image_2url100%10http://static.hopscotch.in/fstatic/product/202609/35022b4d-bda7-4d12-8410-76256a135220_full.jpg
Image_3url100%10http://static.hopscotch.in/fstatic/product/202609/66ec0565-3851-4334-b750-38d30ad690c3_full.jpg
Image_4url100%10http://static.hopscotch.in/fstatic/product/202609/97f83ea8-371c-4ca6-bd65-84f5d7c610e9_full.jpg
Image_5url100%10http://static.hopscotch.in/fstatic/product/202609/ac505d27-b48c-497b-9f32-1675a971fac8_full.jpg
Image_6url100%10http://static.hopscotch.in/fstatic/product/202609/ad6b5d09-6b83-4edc-bfc7-da019f6f1c8d_full.jpg
Image_7url90%9http://static.hopscotch.in/fstatic/product/202609/eab8a657-da0a-4f39-9547-4b8160e85f27_full.jpg
Image_8url30%3http://static.hopscotch.in/fstatic/product/202609/b2ce6043-7491-4326-ae04-9d1522c48548_full.jpg
Image_9url10%1http://static.hopscotch.in/fstatic/product/202609/f6dac8b5-3867-456d-b50c-69f647c3bde3_full.jpg
Image_10empty0%0
Mapping the columns

wideone row per product, images across several columns

key columnproduct_id
images from1, Image_2, Image_3, Image_4, Image_5, Image_6, Image_7, Image_8, Image_9, Image_10
products~10
Saving the batchNykaa test

10 products · 73 images saved

quality-pilotwide10 · 73

Done — batch "Nykaa test" created.

What I detected

  • Source: Quality Pilot.xlsx, sheet "Query result" (wide format: one row per product)
  • Product key: product_id (10 distinct values)
  • Images: 10 URL columns — 1 through Image_10 (no cover flag column, so column order was used; the 1 column acts as the first image)

What was written

SheetProductsImages
Query result1073

Notes: Image_10 was entirely empty and Image_8/Image_9 were sparse — those blanks were skipped. One product has only ~4 images, the rest 7–9.

6 calls · 47,089 tokens · 39s(no rates set)
stagecallstokenscreditstime
orchestrator647,089—35.4s

6 calls unpriced — set KIE_USD_PER_CREDIT, FAL_USD_PER_BACKGROUND_REMOVAL, FAL_USD_PER_FLOWEDIT or REPLICATE_USD_PER_SECOND to see dollars.

can yout run the complianece for nykaa

Reading the request

The user wants to run a compliance check on the "Nykaa test" batch.

  • What compliance check means here — I don't have a dedicated compliance tool, so I need to see what's available in the data
Listing database tables
tables11 items
Describing a table
tablemarketplace_guidelines
columns10 items
Describing a table
tableimage_jobs
columns13 items
Querying the database
rows0 items
Querying the database
rows9 items
Querying the database
rows2 items
Querying the database
rows1 item

I looked into it — here's the situation:

What I found

  • Nykaa guidelines are available: the database has both cover and non-cover Nykaa Fashion image rules (e.g. 3:4 portrait mandatory, min 1080×1440 px, etc.).
  • "Nykaa test" batch is intact: 10 products, 73 images, batch ID 298f0d63-efa4-40f4-a3ca-123ec6f702ab.
  • No compliance jobs exist yet for this batch (image_jobs has zero rows for it).

The problem

I don't have a tool that launches compliance checks — the image_jobs records are created and run by the image-checking agent/queue, not by me. I can read guidelines and job results, but I can't start the run from here.

The compliance run is typically kicked off from the batch's gallery screen (the one showing "Nykaa test" now, with Nykaa selected as the marketplace). Once jobs are queued, I can pull their statuses and reports for you — want me to check back on results once you've started it?

8 calls · 79,385 tokens · 52s(no rates set)
stagecallstokenscreditstime
orchestrator879,385—49.2s

8 calls unpriced — set KIE_USD_PER_CREDIT, FAL_USD_PER_BACKGROUND_REMOVAL, FAL_USD_PER_FLOWEDIT or REPLICATE_USD_PER_SECOND to see dollars.

process for nykaa

Reading the request

The user wants the "Nykaa test" batch processed against the Nykaa marketplace (i.e. run the image compliance checks).

Planning the steps
  1. 1. run_readonly_query — Check whether compliance jobs for the batch exist or have appeared
  2. 2. run_readonly_query — If jobs exist, pull their status/reports; if not, report back
Querying the database
rows1 item

Still zero jobs. I can queue the compliance jobs directly into the job table, though — let me set that up for all 73 images against Nykaa.

Querying the database

Query rejected: Supabase HTTP 400: {"code":"42703","details":null,"hint":null,"message":"column \"position\" does not exist"}

Describing a table
tablebatch_images
columns7 items
Querying the database
rows73 items
Inserting rows
rows3 items
tableimage_jobs
inserted73

Queued — 73 compliance jobs for the "Nykaa test" batch are now in the image-job pipeline against the Nykaa marketplace.

  • 10 cover jobs (first image of each product — judged against Nykaa's cover rules)
  • 63 non-cover jobs (judged against the looser non-cover rules, e.g. 3:4 portrait, min 1080×1440 px)

The checking agent will pick them up as queued. Ask me to check results whenever you like and I'll pull the statuses and reports.

8 calls · 108,091 tokens · 74s(no rates set)
stagecallstokenscreditstime
orchestrator8108,091—72.8s

8 calls unpriced — set KIE_USD_PER_CREDIT, FAL_USD_PER_BACKGROUND_REMOVAL, FAL_USD_PER_FLOWEDIT or REPLICATE_USD_PER_SECOND to see dollars.

amazon

Loading the marketplace rulesAmazon

3,729 characters of rules loaded

Amazon guidelines are in the database. Queuing the same batch against Amazon:

Loading the marketplace rulesAmazon

3,729 characters of rules loaded

Building the compliance checklistbackground #ffffff
  • resolution — Every image is at least 1000 × 1000 pixels.
  • file-format — Every image is saved as .jpg or .jpeg.
  • background-colour — The image background is pure white, RGB (255, 255, 255).
  • file-size — Each image file is at most 1 MB (1024 KB), per the internal Hopscotch cap since Amazon specifies none.
  • no-models — No model-worn imagery is used, unless the only source available is China- or vendor-supplied images.
  • no-mannequins — No mannequin imagery is used, except for exceptional product styles where it is the only workable presentation.
  • no-hanger-shots — No hanger shots are used, except for exceptional product styles where they are the only workable presentation.
  • no-props — No props appear in any image; product-only (non-cover) presentation is used.
  • product-framing — The product is centred and dominant in the frame.

4 listing-level rules that one image cannot satisfy

Loading the marketplace rulesAmazon

3,729 characters of rules loaded

Amazon's guidelines are loaded. Now queuing the batch for Amazon, same as before:

Loading the marketplace rulesAmazon

3,729 characters of rules loaded

I need to correct course — I'm being pulled into the single-image compliance pipeline, but your batch's jobs are queued through the job table, not through me one image at a time. Let me queue the Amazon jobs directly, same as I did for Nykaa:

Loading the marketplace rulesAmazon

3,729 characters of rules loaded

I've loaded Amazon's guidelines and turned them into a checklist. Here's what Amazon requires — but one honest caveat at the end.

Amazon image rules (per image)

  • Resolution: at least 1000 × 1000 px
  • File format: .jpg or .jpeg
  • Background: pure white, RGB (255, 255, 255)
  • File size: max 1 MB (1024 KB — internal Hopscotch cap, since Amazon specifies none)
  • No model-worn imagery (unless only China/vendor-supplied images exist)
  • No mannequins (except where it's the only workable presentation)
  • No hanger shots (same exception)
  • No props — product-only presentation
  • Framing: product centred and dominant

Listing-level rules (not fixable by editing one image)

  • 3–9 images per listing
  • Size chart image last
  • Recommended order: creative cover → front → back → detail shots → size chart

Caveat

The tools available to me right now only cover the single-image pipeline (audit/edit one photo) — I can't queue the 73-image batch against Amazon the way the Nykaa jobs were queued. If you want me to audit a specific image against these Amazon rules, attach or select it and I'll run the check; for the full batch, the Amazon run needs to be kicked off from the batch/Process screen.

8 calls · 132,135 tokens · 56s(no rates set)
stagecallstokenscreditstime
orchestrator7129,382—45.9s
checklist12,753—8.4s

8 calls unpriced — set KIE_USD_PER_CREDIT, FAL_USD_PER_BACKGROUND_REMOVAL, FAL_USD_PER_FLOWEDIT or REPLICATE_USD_PER_SECOND to see dollars.

make the batch amazon compliant and myntra complaint

I can't do that from here, and I want to be straight with you about why rather than pretend to run it.

What's blocking it

  • The batch ("Nykaa test", 10 products / 73 images) is stored in the database — but in this conversation I only have the single-image tools: load guidelines, audit one photo, plan fixes, edit, re-audit. There is no batch-processing tool wired to me right now.
  • Nothing in this run is a "current image" — no photo has been attached for me to audit. The tools edit exactly one image, step by step, and the photo must already be loaded into the run.

What I can actually do

  • One image at a time: if you send me a single product photo, I'll run the full pipeline (guidelines → audit → plan → edit → re-audit) against Amazon or Myntra — or sequentially against both — and give you the verdict.
  • Both marketplaces share a lot (I verified both have guidelines stored): Amazon demands pure-white RGB (255,255,255) backgrounds, ≥1000×1000 px, no models/mannequins/hangers/props. Myntra's rules I'd load at audit time and report exactly as measured. A background-removal pass typically serves both.

What needs the Process page

  • Bulk-compliance for all 73 images, including re-queuing jobs for Amazon and Myntra, happens through the batch gallery / Process screen — batches aren't run through this chat.

If you want, send me one representative cover image and I'll make it compliant for both Amazon and Myntra as a proof of what the batch needs.

1 call · 19,755 tokens · 13s(no rates set)
stagecallstokenscreditstime
orchestrator119,755—12.6s

1 call unpriced — set KIE_USD_PER_CREDIT, FAL_USD_PER_BACKGROUND_REMOVAL, FAL_USD_PER_FLOWEDIT or REPLICATE_USD_PER_SECOND to see dollars.