Pebblely:
the business behind the product
Turns uploaded product images and descriptions into product-scene photos; the March 2026 rebuild simplified its input workflow.
Research reviewed 2026-10-22. Financial disclosures below have not been independently audited by ToolJovia. AI's share of the reported result is not independently established.
Put the mechanism to work
Use your own prices, workload and evidence. This local workbench helps produce an inspectable pilot artifact.
Founder or operator
B · founder / official disclosure As of 2026-10-22[b3-pebblely-founder-history]First-party product, company or founder statement. The offer and described workflow were read, but ToolJovia did not purchase the product, inspect its accounts or independently verify performance.
What the product does
B · founder / official disclosure As of 2026-10-22[b3-pebblely-pricing] [b3-pebblely-new-workflow]First-party product, company or founder statement. The offer and described workflow were read, but ToolJovia did not purchase the product, inspect its accounts or independently verify performance.
Customer and job
B · founder / official disclosure As of 2026-10-22[b3-pebblely-pricing]First-party product, company or founder statement. The offer and described workflow were read, but ToolJovia did not purchase the product, inspect its accounts or independently verify performance.
Why a buyer might pay
D · unverified / analysis As of 2026-10-22Independent ToolJovia analysis and proposed local workflow, not a vendor internal process, observed demand or guarantee of earnings.
What is sold
B · founder / official disclosure As of 2026-10-22[b3-pebblely-pricing]- type
- Image-allowance subscriptions. Retrieved monthly cards show Lite $9 for 30 images, Basic $19 for 200 and Pro $39 for 500; offers can change.
First-party product, company or founder statement. The offer and described workflow were read, but ToolJovia did not purchase the product, inspect its accounts or independently verify performance.
Traceable timeline
B · founder / official disclosure As of 2026-10-22[b3-pebblely-founder-history] [b3-pebblely-new-workflow]First-party product, company or founder statement. The offer and described workflow were read, but ToolJovia did not purchase the product, inspect its accounts or independently verify performance.
First customers
B · founder / official disclosure As of 2023-08-23[b3-pebblely-founder-history]First-party historical account; no buyer receipts or independently verified first purchase.
Acquisition evidence
B · founder / official disclosure As of 2023-08-23[b3-pebblely-founder-history]Attributed historical or vendor-curated channel description, not a verified current acquisition split or proof of causality.
AI, API and software stack
B · founder / official disclosure As of 2026-10-22[b3-pebblely-pricing] [b3-pebblely-new-workflow]First-party product, company or founder statement. The offer and described workflow were read, but ToolJovia did not purchase the product, inspect its accounts or independently verify performance.
Human work disclosed
D · unverified / analysis As of 2026-10-22Independent ToolJovia analysis and proposed local workflow, not a vendor internal process, observed demand or guarantee of earnings.
Financial evidence, kept separate
ARR and MRR are recurring run-rate metrics. Revenue is not net profit; financing and valuation are separate from customer earnings. Missing values are unknown, not zero.
| Metric | Reported value / period | Evidence and limitation |
|---|---|---|
| Revenue | Not established | D · unverified / analysis Not established by the reviewed primary sources. Unknown is not zero. |
| MRR | Not established | D · unverified / analysis Not established by the reviewed primary sources. Unknown is not zero. |
| ARR | Not established | D · unverified / analysis Not established by the reviewed primary sources. Unknown is not zero. |
| Gross profit | Not established | D · unverified / analysis Not established by the reviewed primary sources. Unknown is not zero. |
| Net profit | Not established | D · unverified / analysis Not established by the reviewed primary sources. Unknown is not zero. |
| Financing | Not established | D · unverified / analysis Not established by the reviewed primary sources. Unknown is not zero. |
| Valuation | Not established | D · unverified / analysis Not established by the reviewed primary sources. Unknown is not zero. |
What remains unverified
Startup costs; Operating costs. Check the field-level limitations before relying on this case. No missing cost is assumed to be zero.
A small, falsifiable pilot
ToolJovia analysis / suggested experiment (D). These steps are not reported founder actions or verified demand.
Mechanism worth testing
D · unverified / analysis As of 2026-10-22Independent ToolJovia analysis and proposed local workflow, not a vendor internal process, observed demand or guarantee of earnings.
Generate only a few approved scene pairs separately; retain rejection reasons and ask the merchant to approve product fidelity before increasing volume.
Your pilot workflow
D · unverified / analysis As of 2026-10-22- Define the intended deliverable and a named human acceptance reviewer.
- Enter only permitted actual data or clearly labeled examples into the local workbench.
- Inspect and edit the generated register or calculation; resolve each hold before external execution.
- Generate only a few approved scene pairs separately; retain rejection reasons and ask the merchant to approve product fidelity before increasing volume.
Independent ToolJovia analysis and proposed local workflow, not a vendor internal process, observed demand or guarantee of earnings.
Risks and failure conditions
D · unverified / analysis As of 2026-10-22- Scenes can introduce wrong labels, impossible scale or misleading accessories.
- A planned scene variant is neither an image nor evidence that it improves sales.
Independent ToolJovia analysis and proposed local workflow, not a vendor internal process, observed demand or guarantee of earnings.
- Before spending, define an observable buyer action and a deadline in the validation planner.
- Run a small, consented pilot. Record actual review time, rework, replies and payments in your downloaded worksheet.
- Compare observations with your predeclared stop rule. Filling out a plan does not prove demand.
Tools for this mechanism
Product Scene Variant Plan
Build an explicit product/scene shot brief with requested variants, reference integrity and named fidelity-review assignments.
AI Image Batch Cost Planner
Budget accepted image deliveries, billed retry allowance, credits and human review capacity using your own measured assumptions.
Original sources and dates
Links support the attributed claims. Sources do not endorse ToolJovia. We do not treat repetition in the press as independent financial verification.
- Pebblely image subscription pricing
official_product · reviewed 2026-10-22 · First-party product, company or founder statement. The offer and described workflow were read, but ToolJovia did not purchase the product, inspect its accounts or independently verify performance.
- Pebblely co-founder Alfred on launch and customers
founder_post · reviewed 2026-10-22 · published 2023-08-23 · First-party product, company or founder statement. The offer and described workflow were read, but ToolJovia did not purchase the product, inspect its accounts or independently verify performance.
- Pebblely rebuilt product workflow
founder_post · reviewed 2026-10-22 · published 2026-03-08 · First-party product, company or founder statement. The offer and described workflow were read, but ToolJovia did not purchase the product, inspect its accounts or independently verify performance.