Image & Design comparison · 2026

Pebblely vs Stablecog

Compare Pebblely and Stablecog as Image & Design tools on fit, pricing, and the capabilities that actually overlap in 2026. Pick Pebblely for teams replacing plain white-background packshots with lifestyle scenes for marketplace listings and producing recurring Instagram and Facebook content for a small ecommerce brand. Pick Stablecog for solo illustrators, indie marketers, and prompt hobbyists who need a monthly image credit budget with commercial rights, without managing a local diffusion setup..

Updated Aug 23, 2026

Pebblely
pebblely.com

AI product photography that turns one product shot into marketing-ready scenes

Starts at $9/month·Image & Design

Stablecog
stablecog.com

Create amazing art in seconds with AI.

Starts at €0/month·Image & Design

At a glance

PebblelyStablecog
CategoryImage & DesignImage & Design
PricingStarts at $9/monthStarts at €0/month
Free tierYesYes
PlatformsWebWeb, Browser-based on desktop, Browser-based on mobile
Suitable forTeams replacing plain white-background packshots with lifestyle scenes for marketplace listings and producing recurring Instagram and Facebook content for a small ecommerce brandSolo illustrators, indie marketers, and prompt hobbyists who need a monthly image credit budget with commercial rights, without managing a local diffusion setup.
CompanyPebblely Pte LtdStablecog, Inc.
Founded——

How they differ

Shared Image & Design rubric, filled from each listing. Not a score.

Generate

PebblelyStablecog
Text to imageLimitedYes
Image to imageYesYes
Inpaint / outpaintNot publishedNot published
UpscaleNot publishedNot published
VariationsYesLimited
Background removalYesNot published

Control

PebblelyStablecog
Style referenceYesNot published
Character consistencyNot publishedNot published
Pose / structure controlLimitedNot published
Negative promptsYesNot published
Seed controlNot publishedNot published
Custom model trainingNot publishedNot published

Design

PebblelyStablecog
TemplatesYesNot published
Brand kitNot publishedNot published
Vector / SVGNot publishedNot published
LayersNot publishedNot published
TypographyNot publishedNot published
MockupsNot publishedNot published

Rights & output

PebblelyStablecog
No watermark on paidNot publishedNot published
Print resolutionNot publishedNot published
Transparent PNGNot publishedNot published
Batch generateYesYes
Training opt-outNot publishedNot published
IP indemnityNot publishedNot published

Access

PebblelyStablecog
Public APINot publishedNot published
Official SDKNot publishedNot published
Self-serve signupYesYes
Free trialNot publishedYes
Team workspaceNot publishedNot published
SSO / SAMLNot publishedNot published
Mobile appsNot publishedNo
Browser extensionNot publishedNot published
Self-host / on-premNot publishedLimited

Commercial

PebblelyStablecog
Commercial licenseNot publishedYes
Usage-based pricingNot publishedLimited
Invoice / PONot publishedNot published
SOC 2Not publishedNot published
GDPR / DPANot publishedNot published
Audit logNot publishedNot published
Role-based accessNot publishedNot published

Features

These listings describe different capabilities. What each one ships:

Only Pebblely

  • AI product photo generation from a single uploaded image
  • Automatic background removal and product placement
  • 40+ background themes included on every paid plan
  • 100+ ready-made scene templates across categories such as jewelry, candle, beverage, skincare, furniture, pet, and watches
  • Custom prompts on Lite, Basic, and Pro plans
  • Negative prompts and reference images used as generation inputs
  • Bulk generation with similar or varied backgrounds through the Pebblely app (Basic and Pro)
  • Outputs sized for marketplace listings, social media content, website imagery, email banners, and ad creatives

Only Stablecog

  • Text-to-image generation from a written prompt in thousands of styles
  • Image-to-image generation from an uploaded input image
  • Multiple model families including Stable Diffusion, FLUX, and Kandinsky
  • Multilingual prompting, described by Stablecog as a multilingual generator
  • Open-source codebase behind the Stablecog web app
  • Free tier with 20 images per day
  • Fast generation queue on paid Stablecog plans
  • Parallel generations on Starter, Pro, and Ultimate

Use cases

These listings describe different use cases. What each one ships:

Only Pebblely

  • Replacing plain white-background packshots with lifestyle scenes for marketplace listings
  • Producing recurring Instagram and Facebook content for a small ecommerce brand
  • Testing multiple ad creative backgrounds for the same product before a paid campaign
  • Creating email banner imagery without booking a photographer
  • Staging jewelry and necklaces on models or surfaces for an Etsy shop
  • Refreshing an entire catalog with consistent backgrounds using bulk generation

Only Stablecog

  • Generating concept art and mood imagery for personal creative projects
  • Producing social posts, thumbnails, and blog headers on a monthly credit budget
  • Iterating variations from an uploaded reference image
  • Comparing outputs from Stable Diffusion, FLUX, and Kandinsky in one interface
  • Making commercially licensed illustrations while on a paid Stablecog subscription
  • Batch-producing images with parallel generations for prompt experimentation

Integrations

These listings describe different integrations. What each one ships:

Only Pebblely

Nothing exclusive in this list.

Only Stablecog

  • Stripe for payment processing
  • Social login providers including Facebook and Twitter accounts
  • Discord community for support questions

Plans

Pebblely

  • Lite $9/mo

    30 images every month · 40+ background themes · Custom prompts · 2+ months free with yearly plan

  • Basic $19/mo

    200 images every month · 40+ background themes · Custom prompts · Bulk generate · 2+ months free with yearly plan

  • Pro $39/mo

    500 images every month · 40+ background themes · Custom prompts · Bulk generate · Best value · 2+ months free with yearly plan

Stablecog

  • Free €0/mo

    20 images per day · Slow generation · Max. image per generation · No parallel generations · Personal use only · Images are public · No credit top-ups

  • Starter €10/mo

    2,000 images per month · Fast generation · Max. images per generation · Parallel generations · Commercial use · Images are private · Optional credit top-ups

  • Pro €25/mo

    6,000 images per month · Fast generation · Max. images per generation · Parallel generations · Commercial use · Images are private · Optional credit top-ups · Recommended plan

  • Ultimate €50/mo

    12,000 images per month · Fast generation · Max. images per generation · Parallel generations · Commercial use · Images are private · Optional credit top-ups

Pebblely strengths

  • Pebblely publishes flat sticker pricing for all three plans, starting at US$9 per month
  • The Pebblely terms state that you own the images you generate and can use them however you want
  • Pebblely includes 40+ background themes and custom prompts on every paid plan, including the cheapest one
  • Pebblely templates are organized by product category, which shortens setup for jewelry, candle, beverage, and skincare sellers
  • Bulk generation in the Pebblely app supports catalog-sized batches rather than one-off renders
  • Pebblely subscriptions can be cancelled directly in the app under Profile and Manage Billing

Watch-outs

  • Pebblely Lite caps output at 30 images per month, which is thin for an active catalog
  • Bulk generate is excluded from Pebblely Lite and only appears on Basic and Pro
  • Vendor contradiction: the Pebblely terms describe a "generous free version of the Services" and the pricing FAQ asks "Can I get a free trial?", yet the Pebblely pricing page lists no $0 plan and prints no trial length
  • Vendor contradiction: the Pebblely pricing page advertises "2+ months free" with yearly billing but never shows the actual annual charge for Lite, Basic, or Pro
  • The Pebblely FAQ lists "What happens to unused image credits at the end of the month?" but the crawled page does not display the answer, so credit rollover is unstated
  • Pebblely terms say buyers waive the right to withdraw a purchase and request refunds once content is generated, with refunds only considered by email if no images were produced
  • Pebblely terms state there is no assurance or guarantee that generated images do not violate the intellectual property rights of others
  • Pebblely stores uploads, custom descriptions, negative prompts, and reference images to provide and improve the service, and the crawled pricing FAQ answer on training use is not shown

Stablecog strengths

  • Stablecog publishes a $0 tier with 20 images per day that requires no card to try
  • Stablecog pricing is a plain four-step volume ladder with no seat math
  • Paid Stablecog plans grant commercial use of images created while subscribed, even after cancelling
  • Stablecog keeps unused credits from a previous plan when a user upgrades, until they expire
  • Stablecog supports both text-to-image and image-to-image from the same web app
  • Stablecog is open-source, so the generation stack is inspectable

Watch-outs

  • Stablecog credits do not roll over and reset every month on the billing date
  • Images created on the Stablecog Free plan are public and licensed for personal use only
  • Vendor contradiction: the Stablecog pricing page quotes plans in euros while the Stablecog terms state all payments shall be in US dollars
  • Stablecog reserves the right to change prices at any time under its terms
  • The Stablecog Free plan is limited to one account per individual, and commercial use requires an upgrade
  • Stablecog Free renders are slow, capped per generation, and cannot run in parallel
  • Stablecog publishes no team, seat, or admin plan, so multi-user governance is absent
  • The Stablecog pricing page states a maximum images per generation without printing the exact number for each tier

Pebblely vs Stablecog verdict

Who each product is for, then labeled AI takes. Not a generic winner.

Bottom line

Pick Pebblely for teams replacing plain white-background packshots with lifestyle scenes for marketplace listings and producing recurring Instagram and Facebook content for a small ecommerce brand. Pick Stablecog for solo illustrators, indie marketers, and prompt hobbyists who need a monthly image credit budget with commercial rights, without managing a local diffusion setup..

Who Pebblely is for

Teams replacing plain white-background packshots with lifestyle scenes for marketplace listings and producing recurring Instagram and Facebook content for a small ecommerce brand

AI product photography that turns one product shot into marketing-ready scenes

Who Stablecog is for

Solo illustrators, indie marketers, and prompt hobbyists who need a monthly image credit budget with commercial rights, without managing a local diffusion setup.

Create amazing art in seconds with AI.

AI take on Pebblely

As of August 2026, Pebblely remains compelling for fast ecommerce creative refreshes, but thin plan limits and vague annual pricing deserve caution.

AI take on Stablecog

As of August 2026, Stablecog remains a strong solo-creator option: accessible models and simple credits outweigh its thin governance and messy documentation.

Pebblely vs Stablecog FAQ

Common questions when choosing between Pebblely and Stablecog.

Is Pebblely or Stablecog the better Image & Design tool?

Pick Pebblely for teams replacing plain white-background packshots with lifestyle scenes for marketplace listings and producing recurring Instagram and Facebook content for a small ecommerce brand. Pick Stablecog for solo illustrators, indie marketers, and prompt hobbyists who need a monthly image credit budget with commercial rights, without managing a local diffusion setup..

Which is cheaper, Pebblely or Stablecog?

Pebblely starts at $9/month. Stablecog starts at €0/month. Confirm current pricing on each vendor site.

Who should choose Pebblely?

Teams replacing plain white-background packshots with lifestyle scenes for marketplace listings and producing recurring Instagram and Facebook content for a small ecommerce brand

Who should choose Stablecog?

Solo illustrators, indie marketers, and prompt hobbyists who need a monthly image credit budget with commercial rights, without managing a local diffusion setup.

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