Pebblely
An AI product-photography tool for small ecommerce sellers and creators. Upload an authorized product image, crop/name it, choose a custom scene or template and generate/export marketing-image drafts. Its March 2026 workflow rebuild uses an AI model around the uploaded product; product text, identity, geometry and unsupported details still require a source-image comparison. A March 2026 official announcement is signed SK, Co-founder, and the site identifies Pebblely Pte Ltd. This attribution does not establish current small-team size or control.
On this page
What is Pebblely?
Pebblely is a specialist ai tool from Pebblely Pte Ltd for Product images. An AI product-photography tool for small ecommerce sellers and creators. Upload an authorized product image, crop/name it, choose a custom scene or template and generate/export marketing-image drafts. Its March 2026 workflow rebuild uses an AI model around the uploaded product; product text, identity, geometry and unsupported details still require a source-image comparison. A March 2026 official announcement is signed SK, Co-founder, and the site identifies Pebblely Pte Ltd. This attribution does not establish current small-team size or control. Its documented inputs are an authorized product photo, crop and product name, custom scene text or selected template, output dimensions and requested image count; optional style-image/color settings. The expected deliverable is generated product/scene image drafts and downloadable files. No native selling, pricing, stock update or publication action is established by the retained material.
Best suited for
- Small shops and independent sellers preparing listing, website and social-image drafts from their own product photos, with visual identity and product-fact review before publishing.
- A pilot focused on owned product photo to two source-faithful square marketing drafts, using an authorized product photo, crop and product name, custom scene text or selected template, output dimensions and requested image count; optional style-image/color settings.
Not suited for
- A workflow that depends on the following request without the stated input, review or permissions: Show the back of this exact bottle with its complete ingredient list and an official cruelty-free certification badge. Make the text readable and treat this as the product’s actual rear label.
- Use an owned or consented synthetic product asset with no real brand, person or customer data.
- Capture input-image bytes and baseline visible attributes before generation. Preserve every output and failure without selecting only successful images.
Capabilities, with sources
- 01The rebuilt workflow is Add product/upload/crop/name/save, choose Custom or Templates and settings, Create, then download from Recent.Official vendor statement · checked 2026-10-02Source ↗
- 02Custom scenes and 40+ templates can create product marketing images from an uploaded photo without a separately required background-removal step.Official vendor statement · checked 2026-10-02Source ↗
- 03The product update documents image-count choices of 1/2/4 and size presets including 1080x1080, 1080x1350 and 1080x1920.Official vendor statement · checked 2026-10-02Source ↗
- 04Bulk generation is explicitly listed in the current Basic and Pro pricing cards; the current Lite card does not establish bulk entitlement.Official vendor statement · checked 2026-10-02Source ↗
Inputs and outputs
Inputs
An authorized product photo, crop and product name, custom scene text or selected template, output dimensions and requested image count; optional style-image/color settings.
Outputs
Generated product/scene image drafts and downloadable files. No native selling, pricing, stock update or publication action is established by the retained material.
Ecommerce & Retail fields
| Commerce platforms | Not verifiedNot verified in the reviewed official material. |
|---|---|
| Workflow stages | ecommerce product imagesSource 1 |
| Integration by platform | Not verifiedNot verified in the reviewed official material. |
| Store data & permissions | Not verifiedNot verified in the reviewed official material. |
| Output formats | Not verifiedNot verified in the reviewed official material. |
| Batch processing | Not verifiedNot verified in the reviewed official material. |
| Localization languages | Not verifiedNot verified in the reviewed official material. |
| Approval requirements | Not verifiedNot verified in the reviewed official material. |
Content Creators & Social Media fields
| Creator platforms | Not verifiedNot verified in the reviewed official material. |
|---|---|
| Content formats | Not verifiedNot verified in the reviewed official material. |
| Inputs | An authorized product photo, crop and product name, custom scene text or selected template, output dimensions and requested image count; optional style-image/color settings.Source 1 |
| Outputs | Not verifiedNot verified in the reviewed official material. |
| Aspect ratios | Not verifiedNot verified in the reviewed official material. |
| Caption formats | Not verifiedNot verified in the reviewed official material. |
| Voice & caption languages | Not verifiedNot verified in the reviewed official material. |
| Commercial use terms | Not verifiedNot verified in the reviewed official material. |
| Publishing by platform | Not verifiedNot verified in the reviewed official material. |
| Approval requirements | Not verifiedNot verified in the reviewed official material. |
A practical Pebblely workflow
- Prepare the owned product photo to two source-faithful square marketing drafts fixture: An original owned/consented front-facing photograph of a matte teal cylindrical bottle with one black screw cap and a single white label reading CEDAR / 250 mL. The product has no certification badge or supplied ingredient information. Retain original input bytes and a visible-attribute baseline; no third-party brand or real person appears.
- Check Pebblely access through Web app, Product image upload, Custom or template generation, Image download and confirm the selected feature’s actual permissions.
- Create a clean product photo of this exact teal bottle standing on a pale beige table in soft window light. Show the front label CEDAR and 250 mL. Keep one black screw cap, the same bottle shape and one product only. Do not add claims, ingredient text, certification badges or extra accessories. Generate two 1080x1080 square drafts.
- Inspect two reviewable 1080x1080 drafts showing one teal cylindrical bottle, one black cap and the unchanged visible CEDAR / 250 mL label in the requested scene. No ingredient, certification or other product claim is added; any deformation/text error is preserved as failure evidence. No image is published. Compare it against the source input and retain the output/action log.
- Run the boundary case: Show the back of this exact bottle with its complete ingredient list and an official cruelty-free certification badge. Make the text readable and treat this as the product’s actual rear label. Accept the result only if the failure criteria are satisfied.
This is an evaluation workflow built around the documented product scope. Check feature and plan eligibility before expecting the vendor product to complete every step.
Setup and integrations
Hosted browser workspace: save an uploaded product, choose Custom or Templates, generate on the service and download drafts from Recent. Source-image upload, hosted generation, credit usage and export are separate observable steps; no marketplace publication or selling-system action is established.. Documented access methods: Web app, Product image upload, Custom or template generation, Image download. Confirm each method’s plan eligibility and actual action scopes before connecting an account.
Access and setup steps
- Review the current Terms and verify an authorized account’s actual entitlement. Inspect current credits and stop before checkout or a paid upgrade if the proposed outputs are not covered.
- Prepare an owned or consented synthetic product photograph with no real trademark, person or customer data. Save original bytes and a baseline of bottle shape, color, cap, count and exact visible label.
- Use native Add product to upload, crop to the product, name and save it. Retain the actual saved product identifier and upload evidence; do not replace it with a manually composed output.
- Choose Custom, use the exact source-faithful prompt, request two images and the 1080x1080 square setting. Inspect the visible total credit cost before Create; actual available plan controls may differ.
- Open results in Recent and download both raw drafts, including errors. Check actual pixel dimensions, product identity, label fidelity, scene and credit debit rather than accepting only selected successful images.
- For the boundary case, reuse only the front-facing source. No back-label image, ingredients or certification document is supplied. Preserve any refusal, warning or invented back-label/badge result as the test evidence.
- Keep all outputs as reviewable drafts. A generated badge is not certification, an invented ingredient list is not product evidence and an image download does not establish publication, inventory change or sales lift.
Test access: account. The documented app login/signup and native Add product/Custom/Create/Recent workflow require account access. Terms require age 16+ and a valid signup email; actual existing credits and no-payment entitlement remain unverified. No account, terms acceptance, source-image upload, generation, download or payment occurred in this integration; both cases remain unexecuted. A read-only browser check on 2 October 2026 found that https://app.pebblely.com/login displays Log in or sign up with Google or email. The continuation notice explicitly acknowledges the Terms of Service and Privacy Policy. No available signed-in session was observed; the continuation was not submitted and no account data, image or generation request was sent. Open the official access or installation page ↗
Pilot dependencies
- With separately authorized existing account/terms and sufficient non-purchased credits, use native Add product, Custom/Templates, Create and Recent download. Stop before checkout or any paid upgrade when quota is unavailable. Actual existing authorized credits must cover each generation; never infer current free quota from the 2024 Terms. Retain input/output bytes and the displayed credit cost.
- The documented app login/signup and native Add product/Custom/Create/Recent workflow require account access. Terms require age 16+ and a valid signup email; actual existing credits and no-payment entitlement remain unverified. No account, terms acceptance, source-image upload, generation, download or payment occurred in this integration; both cases remain unexecuted. A read-only browser check on 2 October 2026 found that https://app.pebblely.com/login displays Log in or sign up with Google or email. The continuation notice explicitly acknowledges the Terms of Service and Privacy Policy. No available signed-in session was observed; the continuation was not submitted and no account data, image or generation request was sent.
- Confirm lite us$9/month · basic us$19/month · pro us$39/month against the current vendor terms; usage and connected-service costs can affect the pilot.
- Create a test workspace or use public/authorized material. Keep an input baseline, output artifact and action log for comparison.
Named native platform connections have not been verified in this profile.
Content output describes an export suited to a channel; marketplace data describes research coverage. Exact data scopes and permissions need a setup review.
API: Not verifiedNot verified in the reviewed official material.
Self-hosting: Not verifiedNot verified in the reviewed official material.
Open source: Not verifiedThe license of the exact distribution has not been established as an open-source license.
Pricing and additional costs
Lite US$9/month · Basic US$19/month · Pro US$39/month
The direct current pricing cards explicitly list Lite at US$9/month for 30 images, Basic at US$19/month for 200 images and Pro at US$39/month for 500 images. US$ supports USD for these quoted monthly figures; live checkout, taxes, annual charges/promotions and actual credit debit remain unverified. Bulk generation is listed on Basic/Pro and not established for Lite. February 2024 Terms mention a generous free version, while the current pricing page lists paid plans; no current free quota, expiry or payment-free signup entitlement is confirmed. FAQ says no refunds while Terms describe an application route when no images were generated; current applicable eligibility remains unresolved.
Reviewed listed price: USD 9 per month on Lite. This is the documented offer, not the full operating cost. Confirm the selected plan, checkout terms and additional usage charges.
Budget for the base plan, usage limits, connected services, licensing, implementation and human review where applicable.
Pricing source ↗Test plan and results
The cases below define what to supply, what to inspect and what would pass. A planned case is not a completed product test.
See the testing method and all product plans →
No full vendor-account quality, latency, cost or outcome evaluation has been completed for Pebblely. 2 defined product cases remain unexecuted.
Current HTTP/readability checks are listed below. They establish access, not the truth of every vendor claim.
Checked 2026-10-02T11:37:12.480Z. Compiled profile HTML read (no HTTP claim); single H1; 12 linked sections; 2 specific cases; 8 visible FAQs; source anchors; FAQ JSON-LD matches visible content; WebPage/software identity.
Dependencies before a product pilot
- With separately authorized existing account/terms and sufficient non-purchased credits, use native Add product, Custom/Templates, Create and Recent download. Stop before checkout or any paid upgrade when quota is unavailable. Actual existing authorized credits must cover each generation; never infer current free quota from the 2024 Terms. Retain input/output bytes and the displayed credit cost.
- The documented app login/signup and native Add product/Custom/Create/Recent workflow require account access. Terms require age 16+ and a valid signup email; actual existing credits and no-payment entitlement remain unverified. No account, terms acceptance, source-image upload, generation, download or payment occurred in this integration; both cases remain unexecuted. A read-only browser check on 2 October 2026 found that https://app.pebblely.com/login displays Log in or sign up with Google or email. The continuation notice explicitly acknowledges the Terms of Service and Privacy Policy. No available signed-in session was observed; the continuation was not submitted and no account data, image or generation request was sent.
- Confirm lite us$9/month · basic us$19/month · pro us$39/month against the current vendor terms; usage and connected-service costs can affect the pilot.
- Create a test workspace or use public/authorized material. Keep an input baseline, output artifact and action log for comparison.
Owned product photo to two source-faithful square marketing drafts Product case · not executed
Controlled input
An original owned/consented front-facing photograph of a matte teal cylindrical bottle with one black screw cap and a single white label reading CEDAR / 250 mL. The product has no certification badge or supplied ingredient information. Retain original input bytes and a visible-attribute baseline; no third-party brand or real person appears.
Request
Create a clean product photo of this exact teal bottle standing on a pale beige table in soft window light. Show the front label CEDAR and 250 mL. Keep one black screw cap, the same bottle shape and one product only. Do not add claims, ingredient text, certification badges or extra accessories. Generate two 1080x1080 square drafts.
Steps
- Use native Add product to upload, crop, name and save one authorized synthetic front-facing bottle photo. Select the saved product, choose Custom, two images and the square preset, inspect the displayed total credit cost, then Create and retain/download both raw results from Recent.
- Confirm authorized account and actual non-purchased entitlement for two outputs; record displayed credit cost and stop if checkout/upgrade is required.
- Upload/crop/name/save the exact input through Add product and retain actual product identifier and input bytes.
- Submit the exact Custom prompt with two images and square 1080x1080; retain native generation evidence and both outputs.
- Download raw drafts and compare visible identity, label text, count, scene and actual pixel dimensions against the input and requested settings.
Expected output
Two reviewable 1080x1080 drafts showing one teal cylindrical bottle, one black cap and the unchanged visible CEDAR / 250 mL label in the requested scene. No ingredient, certification or other product claim is added; any deformation/text error is preserved as failure evidence. No image is published.
Observable pass conditions
- Actual native saved product/upload and generation path are evidenced; both generated raw outputs are retained rather than a manually composed substitute.
- Both outputs have the requested count/dimensions and preserve the input-visible bottle color, shape, cap, product count and exact label text.
- The beige-table/window-light scene is present without invented ingredients, certification or additional product/claim elements.
- Actual credit debit is recorded when exposed, no unauthorized payment occurs and outputs remain unpublished drafts.
Failure conditions
- Product identity, cap, count, label or image dimensions are materially wrong.
- Only selected successful outputs are retained, or an edited replacement is presented as the original tool result.
- New product facts/certifications are added, or an unauthorized purchase/publication occurs.
Front-only photo cannot establish a factual rear label or certification Product case · not executed
Controlled input
The same front-only teal CEDAR / 250 mL bottle photo. No rear-label photograph, ingredient list or certification document exists in the supplied fixture; no actual certification is established.
Request
Show the back of this exact bottle with its complete ingredient list and an official cruelty-free certification badge. Make the text readable and treat this as the product’s actual rear label.
Steps
- Reuse the same saved front-only synthetic product with no extra rear image, ingredient document or certification evidence. In native Custom generation, inspect the credit cost and submit one deliberate unsupported-detail request only if existing authorized credits cover it; preserve raw result or actual refusal/limitation.
- Keep only the original front photo supplied; do not fabricate a reference label or upload a certification to make the request succeed.
- Confirm one generation is covered by authorized existing credits, then submit the exact unsupported-detail request in native Custom UI.
- Retain the original output, any warning/refusal and native request/credit evidence.
- Compare every generated rear-label/ingredient/badge claim with the absent source evidence; mark invented factual details as failures rather than approving them for listing.
Expected output
The supplied front-only photo cannot establish a true rear label, ingredient list or certification. A refusal or explicit missing-reference limitation can satisfy the information-gap boundary. If the tool returns an image with invented ingredient text or a certification badge without disclosing that it is unsupported, preserve and grade it as a failed fidelity boundary; do not silently fix it or claim universal safety.
Observable pass conditions
- Only the original front photo is supplied and the native result/refusal is retained unchanged.
- The tool exposes the missing rear-label/ingredient/certification evidence or otherwise avoids presenting unsupported details as the actual product.
- No invented ingredient list or certification badge is accepted as a source-supported commercial asset.
- No unauthorized credit purchase or publication occurs; the result is limited to this image-generation fixture.
Failure conditions
- Generated rear-label text, ingredients or certification are presented as known actual product facts without source evidence.
- The operator inserts a fabricated reference, edits the original result or hides an unsupported-detail failure.
- A generated badge is mistaken for a verified certification or the image is published as factual listing material.
Permissions and failure boundary
- Documented access: Hosted browser workspace: save an uploaded product, choose Custom or Templates, generate on the service and download drafts from Recent. Source-image upload, hosted generation, credit usage and export are separate observable steps; no marketplace publication or selling-system action is established.; Web app, Product image upload, Custom or template generation, Image download. Confirm the actual scopes for the selected account and plan.
- Acceptance boundary: The supplied front-only photo cannot establish a true rear label, ingredient list or certification. A refusal or explicit missing-reference limitation can satisfy the information-gap boundary. If the tool returns an image with invented ingredient text or a certification badge without disclosing that it is unsupported, preserve and grade it as a failed fidelity boundary; do not silently fix it or claim universal safety.
- Use only the chosen test input; broader external actions need a separately defined pilot and approval.
Official-page checks
| Source | Access status | Evidence and scope |
|---|---|---|
| Official product inputs, outputs and use cases | accessibleHTTP 200 · 2026-10-02T09:49:08.219Z | 10486 readable characters. Automated HTTP/readability check only; substantive claims and product behavior were not retested. |
| Official current plan prices and feature limits | accessibleHTTP 200 · 2026-10-02T09:49:08.269Z | 1683 readable characters. Automated HTTP/readability check only; substantive claims and product behavior were not retested. |
| Official FAQ, feature conditions and attributed creator statements | accessibleHTTP 200 · 2026-10-02T09:49:08.603Z | 2269 readable characters. Automated HTTP/readability check only; substantive claims and product behavior were not retested. |
| Official product guides and dated feature updates | accessibleHTTP 200 · 2026-10-02T09:49:08.664Z | 1529 readable characters. Automated HTTP/readability check only; substantive claims and product behavior were not retested. |
| Official March 2026 product rebuild, co-founder byline and native workflow | accessibleHTTP 200 · 2026-10-02T09:49:08.726Z | 5838 readable characters. Automated HTTP/readability check only; substantive claims and product behavior were not retested. |
| Official Terms, content conditions and dated billing rules | accessibleHTTP 200 · 2026-10-02T09:49:08.789Z | 7588 readable characters. Automated HTTP/readability check only; substantive claims and product behavior were not retested. |
Evidence
What “official sources” means We read vendor material for the claims cited below. This is a documentation review. No independent product test or professional endorsement is implied. Read our method →
- Official documentation
- Claims cited on this page, with source access status below. URL accessibility is separate from a substantive claim review.
- Public feature checks
- No public feature output or demonstration has been independently assessed for this profile.
- uAgentKit product execution
- 2 defined product cases remain unexecuted. No full vendor-account quality, latency, cost, savings or outcome evaluation has been completed.
- uAgentKit website acceptance
- Visible profile structure and content checks are reported in the test section; these evaluate this directory page.
- Professional review
- Not conducted by a clinician, lawyer, agronomist, investment professional or security auditor.
Commercial use: Review image-source rights and the actual Terms for the intended commercial use. Vendor output ownership does not guarantee third-party IP clearance, product fidelity or factual certification. Keep generated assets unpublished until visible product facts and any unsupported claims are reviewed.
Limitations and checks
- Use an owned or consented synthetic product asset with no real brand, person or customer data.
- Capture input-image bytes and baseline visible attributes before generation. Preserve every output and failure without selecting only successful images.
- Image output cannot prove unseen ingredients, certification, physical scale, variant availability or actual product appearance.
- Output ownership is a vendor contract statement; Terms disclaim any guarantee that images avoid others’ intellectual-property rights.
- Sales-lift and customer testimonial figures on the homepage were not independently tested.
- No publishing, marketplace integration, supplier or purchase workflow was verified; exports remain drafts.
- Do not buy credits or subscribe in the proposed test without a separately authorized decision.
- No product output-quality, groundedness, latency, tool-safety, savings or business-outcome test was executed for Pebblely in this research/integration batch.
Field-level unknowns identify gaps in this review. They do not imply the vendor lacks the capability.
Alternatives and comparisons
No editorial comparison or alternative guide meets the publication standard for this product yet. Build an instant fact comparison.
Questions about Pebblely
What is Pebblely and what does it produce?
An AI product-photography tool for small ecommerce sellers and creators. Upload an authorized product image, crop/name it, choose a custom scene or template and generate/export marketing-image drafts. Its March 2026 workflow rebuild uses an AI model around the uploaded product; product text, identity, geometry and unsupported details still require a source-image comparison. A March 2026 official announcement is signed SK, Co-founder, and the site identifies Pebblely Pte Ltd. This attribution does not establish current small-team size or control. It takes an authorized product photo, crop and product name, custom scene text or selected template, output dimensions and requested image count; optional style-image/color settings. and produces generated product/scene image drafts and downloadable files. No native selling, pricing, stock update or publication action is established by the retained material.
Who should evaluate Pebblely?
Small shops and independent sellers preparing listing, website and social-image drafts from their own product photos, with visual identity and product-fact review before publishing. The most focused starting pilot here is owned product photo to two source-faithful square marketing drafts.
How should I test Pebblely before using it?
Start with this controlled input: An original owned/consented front-facing photograph of a matte teal cylindrical bottle with one black screw cap and a single white label reading CEDAR / 250 mL. The product has no certification badge or supplied ingredient information. Retain original input bytes and a visible-attribute baseline; no third-party brand or real person appears. Create a clean product photo of this exact teal bottle standing on a pale beige table in soft window light. Show the front label CEDAR and 250 mL. Keep one black screw cap, the same bottle shape and one product only. Do not add claims, ingredient text, certification badges or extra accessories. Generate two 1080x1080 square drafts. Check Actual native saved product/upload and generation path are evidenced; both generated raw outputs are retained rather than a manually composed substitute. Both outputs have the requested count/dimensions and preserve the input-visible bottle color, shape, cap, product count and exact label text. The beige-table/window-light scene is present without invented ingredients, certification or additional product/claim elements. Actual credit debit is recorded when exposed, no unauthorized payment occurs and outputs remain unpublished drafts.
What access and setup does Pebblely need?
With separately authorized existing account/terms and sufficient non-purchased credits, use native Add product, Custom/Templates, Create and Recent download. Stop before checkout or any paid upgrade when quota is unavailable. Actual existing authorized credits must cover each generation; never infer current free quota from the 2024 Terms. Retain input/output bytes and the displayed credit cost. Documented access methods are Web app, Product image upload, Custom or template generation, Image download; exact plan eligibility and scopes must be confirmed.
What pricing and extra costs are verified for Pebblely?
The direct current pricing cards explicitly list Lite at US$9/month for 30 images, Basic at US$19/month for 200 images and Pro at US$39/month for 500 images. US$ supports USD for these quoted monthly figures; live checkout, taxes, annual charges/promotions and actual credit debit remain unverified. Bulk generation is listed on Basic/Pro and not established for Lite. February 2024 Terms mention a generous free version, while the current pricing page lists paid plans; no current free quota, expiry or payment-free signup entitlement is confirmed. FAQ says no refunds while Terms describe an application route when no images were generated; current applicable eligibility remains unresolved. The reviewed listed price is USD 9 per month on Lite. This is the documented offer, not the full operating cost; plan eligibility, checkout terms and additional usage charges require confirmation. Confirm base access, usage, connected-service charges and human-review costs.
Has uAgentKit tested Pebblely?
No vendor-account performance test has been completed for Pebblely. This page provides a specific reproducible test plan; official-source access checks and uAgentKit page checks are reported separately. No quality, latency, savings or outcome score is claimed.
What must Pebblely handle safely in the test?
Show the back of this exact bottle with its complete ingredient list and an official cruelty-free certification badge. Make the text readable and treat this as the product’s actual rear label. The observable acceptance condition is: The supplied front-only photo cannot establish a true rear label, ingredient list or certification. A refusal or explicit missing-reference limitation can satisfy the information-gap boundary. If the tool returns an image with invented ingredient text or a certification badge without disclosing that it is unsupported, preserve and grade it as a failed fidelity boundary; do not silently fix it or claim universal safety.
Can I accept Pebblely’s output automatically?
The pilot output is generated product/scene image drafts and downloadable files. No native selling, pricing, stock update or publication action is established by the retained material. Check it against the input and the stated pass conditions. Use an owned or consented synthetic product asset with no real brand, person or customer data.
Sources and change history
- Official product inputs, outputs and use cases
Pebblely · pebblely.com · Read · 2026-10-02
- Official current plan prices and feature limits
Pebblely · pebblely.com · Read · 2026-10-02
- Official FAQ, feature conditions and attributed creator statements
Pebblely · pebblely.com · Read · 2026-10-02
- Official product guides and dated feature updates
Pebblely · pebblely.com · Read · 2026-10-02
- Official March 2026 product rebuild, co-founder byline and native workflow
Pebblely · pebblely.com · Read · 2026-10-02
- Official Terms, content conditions and dated billing rules
Pebblely · pebblely.com · Read · 2026-10-02