Plain answers for brand and creative teams.
100 guides on making product photos and ads with AI: what it costs, what each platform allows, how to keep it on brand, and what the law says. Free to read, no sign-up. Every guide lists its sources and the date its facts were checked.
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What AI product photos are, how they get made, and how to make ones that look real.
- What is AI product photography?AI product photography uses an image model to draw new photos of your product from reference photos. How it works, the four ways to do it, and what it gets wrong.
- Can AI replace a product photo shoot?Which product shots AI can replace in 2026: a shot-by-shot table of what to make with AI and what to photograph, with real tries per usable photo from our work.
- How many AI images does it take to get one you can use?In four real campaigns, 361 AI renders gave 45 usable photos, about 8 per keeper. Why some jobs took 3 tries and others 14, and how to budget for it.
- How to photograph your product so AI gets it rightHow to photograph your product for AI with a phone: the reference views to take, soft window light, 2x zoom to avoid wide-angle distortion, and an upload checklist.
- Why does AI change my product, and how do I stop it?Why AI changes your product: image models redraw it in every render, so labels and logos drift. The usual changes, seven fixes in order, and when to composite.
- How to make white background product photos with AIMake white background product photos with AI: pure white is RGB 255, 255, 255 (#FFFFFF). Cut-out vs generated, shadows, halos, and how to measure the white.
- How to make lifestyle product photos with AIHow to make AI lifestyle product photos that look lived-in: scenes from the customer’s day, scale and contact shadows, fewer props, and scene briefs to copy.
- What product photos does an online store need?The product photo shot list for an online store, with the research behind each shot (42% of test users judged size from images), by category, and what AI can make.
- How to make AI product photos look realHow to make AI product photos look real: the ten tells, from missing contact shadows to melted text, with the prompt fix and the editing fix for each one.
- How to start using AI for product photos this weekStart AI product photography this week: a five-day plan for one product, a brand notes template, and a first-week model bill under $7 at published prices.
Keeping AI on brand
Brand rules, colors, faces and mood boards, written so an AI can follow them.
- How do you keep AI images on brand?Keep AI images on brand with three controls: concrete rules, the right reference photos for each shot, and review that feeds back. Includes a 9-line scorecard.
- How to write brand rules an AI can followBrand rules an AI can follow use hex codes, light direction, lens and props instead of words like "premium". A copyable one-page template, and why the rules go last.
- What is a brand’s visual DNA?A brand’s visual DNA is the measurable habits of its best images: hex palette, light, lens, grain, styling. How to extract it from 10 to 20 images, with a template.
- How to use a mood board with AI without copying itImage models copy mood boards literally. How to turn a board into words (light, mood, energy), what to ban, and when your brand should lead. Template included.
- How to keep the same model in every AI photoFaces drift between AI renders. Make a character sheet, approve it, and send it first in every shot. What 20 attempts at one sheet taught us, and how to fix drift.
- How to keep brand colors accurate in AI imagesAI image models do not measure color, so a hex code in a prompt is a hint. Show the color on the reference, check with an eyedropper, fix in post. Web vs print.
- How to write a "never do this" list for AI imagesA never-do list names what an AI model adds when your brief leaves a gap, and what your brand forbids. Nine categories, a template, and what the prompt says instead.
- How to turn your brand guidelines PDF into AI rulesMost of a brand guidelines PDF is logo and stationery rules an image model cannot use. Keep photography, color, casting and legal lines on one page. Template inside.
- What is brand memory in AI creative tools?AI brand memory can mean a brand kit, a profile read from your site, lessons from approvals, or a model trained on your images. How each works, as of September 2026.
- How to review AI images as a teamReview AI images as a team with three verdicts (approve, changes, kill) and a reason for each, clear owners, fixed rounds, and notes a model can act on.
Art direction with AI
Briefs, prompts, lighting words, shot lists and the checks a creative team runs.
- How creative directors use AI in 2026How creative directors use AI in 2026: where it helps in the six beats of a job, how the role shifts, and sourced cases from Coca-Cola to Unilever.
- How to art direct AI imagesHow to art direct AI images: put each call you make on set into words a model can use, then hold the lines that worked. With a real prompt from a kept photo.
- Lighting words that work in AI image promptsLighting words for AI image prompts: 24 terms from hard flash to negative fill, what each does to a product, and a line to paste for each one.
- Camera and lens words for AI image promptsCamera and lens words for AI prompts: focal lengths, apertures, angles, framing and film stocks, what each does to a product, and how to test what a model follows.
- How to write an AI image prompt for a productHow to write an AI image prompt for a product: six parts in order, a real kept prompt taken apart, and why ours ran 140 to 200 words on Nano Banana.
- A shot list template for an AI campaignA shot list template for AI campaigns, with a filled ten-shot launch set sized for each placement, from a 2048 x 2048 product page to a 1400 x 400 digital billboard.
- What are node-based AI workflows, and do you need one?Node-based AI workflows wire inputs, AI steps and outputs on a canvas. How agencies use them, what six canvases cost in September 2026, and when to skip one.
- How to present AI concepts to a clientHow to present AI concepts to a client: two or three routes, each frame labeled concept or final, and AI use agreed first, as the UK’s IPA and ISBA principles ask.
- A QA checklist for AI images before they go liveA QA checklist for AI images: 53 checks in seven groups, from label text and hands to shadows, AI labels and file size, done at 100% zoom beside the reference photo.
- How to get text and headlines right in AI imagesHow to get text right in AI images: render the photo clean, then set the headline in a second pass. Our gummy ads, made that way, took 3.2 renders per keeper.
Costs, budgets and teams
What shoots and AI photos cost, how many ads you need, and who should make them.
- How much does a product photo shoot cost in 2026?Product photo shoot prices in 2026: $15 to $260 per image at four studios, $2,500 photographer day rates, usage fees, and a 30-photo budget three ways.
- How much do AI product photos cost?An AI product photo render costs under 1 cent to 24 cents at Google and OpenAI prices; at 8 tries per keeper, about $0.27 to $1.69 per usable photo.
- AI vs a photo shoot: a real cost comparisonThe same 30 product photos priced in September 2026: $2,026 at a studio, $13,790 with a hired crew, $17 to $59 in AI model fees, or $653 as a hybrid.
- How many ad creatives do you need each month?Meta and TikTok set no monthly number. TikTok suggests 3 to 5 creatives per ad group; Meta needs about 50 results a week per ad set. A worksheet for your number.
- What is creative fatigue, and how often should you refresh ads?Creative fatigue is when people see an ad so often that cost per result rises. Meta flags it at twice your past cost. Signals, refresh rules and AI costs.
- Agency, freelancer, in-house or AI: who should make your product photos?Agency, freelancer, in-house team or AI for product photos: a decision table with 2026 costs, from a $15,000-a-month agency to a $114,850 art director.
- How to budget for AI creative toolsBudget AI creative tools in three lines: model fees, seats and review time. Worked 2026 budgets for 20, 100 and 500 finished images a month, plus spend caps.
- How to get your marketing team using AI creative toolsA 30-day plan to roll out AI creative tools: one use case, a small pilot, an AI use policy you can copy, a named reviewer, training, and the numbers to measure.
- How to tell if AI creative is workingHow to test AI ad creative fairly: Meta A/B test setup, a 7-day minimum, which metric answers which question, a sample size formula and returns as a check.
- How to make seasonal campaigns without a new photo shootPlan seasonal product campaigns with AI and one reference set: verified 2026 to 2027 retail dates, ads-live-by dates, props and palettes, and accuracy checks.
Store and marketplace photos
The photo rules for Amazon, Shopify, Etsy, Google, Walmart and TikTok Shop.
- Amazon product image requirements (2026)Amazon image rules as of September 2026: pure white RGB 255 main image, 85% fill, 500 to 10,000 px files, zoom from 1,000 px, and a new tag for AI people.
- Can you use AI-generated images on Amazon?Yes, if they show the real product accurately. Amazon’s rules as of September 2026, the July 23 tag for AI-generated people, and where AI images are risky.
- What size should Shopify product images be?Shopify product images: 2048 x 2048 px for square, up to 5000 x 5000 px and 20 MB. Formats, aspect ratio, WebP and AVIF delivery, alt text and variants.
- Etsy listing photo sizes and rules (2026)Etsy photo rules as of September 2026: 2000 px recommended, up to 20 photos and 2 videos, three thumbnail crops, and why AI renderings of your item break policy.
- Google Shopping image rules, including AI imagesGoogle Merchant Center image rules for 2026: 500 x 500 px minimum from January 31, 2027, no overlays or borders, and AI images must keep their IPTC metadata.
- Walmart Marketplace image requirements (2026)Walmart Marketplace image rules as of September 2026: 2200 x 2200 px square, 1500 px for zoom, 5 MB, a seamless white main image, and Walmart’s rule on AI images.
- TikTok Shop product image requirements (2026)TikTok Shop US image rules as of September 2026: up to 9 square images of 600 x 600 px or more, a white main image, one video, and the new AI image policy.
- How many photos should a product listing have?Photo limits and recommendations for Amazon, Shopify, Etsy, Walmart, TikTok Shop, eBay and Google as of September 2026, and what research says about image count.
- How to write alt text for product imagesHow to write product image alt text for screen readers and search: a formula, good and bad examples, Shopify and Etsy limits, and where Amazon has an alt field.
- The best file format and size for product imagesJPG, PNG, WebP or AVIF for product images: what each marketplace accepts in 2026, one 2200 px sRGB master that meets them all, and how image size affects LCP.
Fashion and apparel
On-model photos, flat lays, fit, fabric and casting, without a shoot.
- AI fashion photography: what it can do and what it gets wrongAI fashion photography in 2026: what works, where fit, prints and hardware fail, and what H&M, Zalando and Levi’s ran into. Includes our real render counts.
- Ghost mannequin, flat lay or on-model: which clothing photos should you use?Ghost mannequin vs flat lay vs on-model photos: costs from $39 a photo, why Amazon requires a standing model for adult clothing, and how AI changes the choice.
- How to turn a flat lay into on-model photos with AIHow to turn a flat lay into on-model photos with AI: the inputs, a character sheet, the real 330-word prompt that kept our trousers exact, and the checks.
- How to show fabric texture and fit in AI photosHow to show fabric texture and fit in AI photos: weave and fit words, raking light at 45 degrees, a kept 100mm macro prompt, poses, and fit checks.
- How to get back and side views of clothes right with AIAI back views of clothes go wrong because the model never saw the back. The reference each view needs, how to line up a carousel, and what to check.
- Virtual try-on vs AI model photos: what’s the difference?Virtual try-on puts clothes on a shopper’s own photo; AI model photos are made ahead. How Google and Zara (43 markets) run try-on, and what each costs.
- How to cast AI models responsiblyHow to cast AI fashion models responsibly: written consent for digital twins under New York law, what Levi’s and Guess ran into, bias checks, a casting brief.
- How to make a lookbook with AIHow to make a fashion lookbook with AI: how it differs from a catalogue, a ten-page plan, one model and one light, and sizes for PDF and 20-photo carousels.
- How to show clothes on different body sizes with AIShowing clothes on different body sizes with AI: why it matters (24% of US women apparel shoppers say plus-size), how AI invents fit, and an honest workflow.
- How to make AI photos of shoes, jewelry and accessoriesAI photos of shoes, jewelry and bags: why metal, stones and pairs go wrong, how to light them, Amazon’s single left-facing shoe rule, and final checks.
Packaged goods, food, drinks and beauty
Labels, pours, textures and claims for things that come in a box, bottle or jar.
- How to keep labels readable in AI photos of packaged goodsAI photos of packaged goods garble label text; Google says even Nano Banana Pro struggles with spelling. The reference set, pack spec and checks that fix it.
- AI food photography: what works and what to watchAI food photography works for texture, crumbs and steam, and fails on portions and physics. Our brownie ads took 12 renders per keeper. The rules on food images.
- AI drink photos: cans, bottles, pours and condensationHow to make AI drink photos with believable condensation, ice, pours and glass, keep can labels readable, and follow alcohol ad rules such as the under-25 line.
- How to make AI photos for beauty and skincare productsHow to make AI beauty and skincare photos: texture swatches, frosted glass, shade accuracy, and why UK rules treat AI or filtered skin as a claim about results.
- AI photos for supplements: what you can and can’t showWhat AI supplement photos can and can’t show. FDA reads a heart symbol on a label as an implied disease claim. FTC and ad platform rules on images, September 2026.
- How to show product size in photosHow to show product size in photos with hands, people, rooms, familiar objects and dimension graphics. Baymard found 42% of shoppers judge size from images.
- Amazon A+ Content image sizes and what to put in eachAmazon A+ Content image sizes for every standard module, from 970 x 600 headers to 150 x 300 comparison images, Brand Story at 362 x 453, and the image rules.
- Packaging mockups vs AI photos before your product existsPackaging mockups, 3D renders or AI images before launch: what each is good for, Kickstarter’s ban on photorealistic renderings, and US pre-order shipping rules.
- How to make AI photos of furniture and home goodsHow to make AI photos of furniture and home goods: room scenes, true scale, wood, fabric and ceramic textures, and when 3D beats AI. IKEA was 75% CGI by 2014.
- How to get hands right in AI product photosHow to get hands right in AI product photos: why models get finger counts wrong, how to brief a grip, why a real hand makes the best reference, and what to check.
Ad sizes and platform rules
Image sizes for every major ad platform, and the rules for AI images in ads.
- Facebook and Instagram ad sizes (2026)Facebook and Instagram ad sizes from Meta’s Ads Guide, checked September 2026: 1440 x 1800 for feeds, 1440 x 2560 for Stories and Reels, and safe zones.
- Instagram post, story and reel sizes (2026)Instagram sizes checked September 2026: photos up to 1080 x 1440 (3:4), Stories and Reels at 9:16, carousels of 20, and a profile grid that shows every post at 3:4.
- TikTok ad sizes and specs (2026)TikTok ad specs from TikTok’s help center, checked September 2026: 9:16 video from 540 x 960, up to 500 MB and 10 minutes, and carousels of 2 to 35 images.
- Pinterest pin and ad sizes (2026)Pinterest pin and ad sizes checked September 2026: 1000 x 1500 (2:3) for image pins and ads, 9:16 for video, 2 to 5 carousel cards, and the tint on white pins.
- Google Ads image sizes for Performance Max, Demand Gen and DisplayGoogle Ads image sizes checked September 2026: 1200 x 628, 1200 x 1200 and 960 x 1200 for Performance Max and Demand Gen, 5 MB files, and the center 80% rule.
- Standard banner ad sizes, and how to make them from one photoStandard banner ad sizes checked with Google Ads and the IAB in September 2026: 300 x 250, 728 x 90, 300 x 600, 320 x 50 and more, under 150 KB, from one photo.
- What resolution does a billboard need, and can AI images work?Billboard resolution from Lamar, OUTFRONT and OAAA specs, checked September 2026: 12.5 to 25 ppi at full size, 1400 x 400 digital files, and what AI renders reach.
- Email image sizes for marketing emailsEmail image sizes checked with Mailchimp, Klaviyo and Litmus in September 2026: 600 to 660 px templates, images at 2x (1200 to 1320 px), under 1 MB, alt text.
- How to adapt one campaign to every ad sizeHow to adapt one AI campaign to every ad size: a tall and a wide master frame, keep zones in pixels, and a size matrix for Meta, TikTok, Google, Pinterest and email.
- Do you need to label AI images in ads?AI label rules for ads, checked September 2026: what Meta, TikTok, Google Ads, YouTube and Pinterest require, when they label for you, and the laws they point to.
Rights, disclosure and the law
Who owns AI images, what you have to disclose, and what you cannot make.
- Who owns AI-generated images?In the US, nobody holds copyright in what an AI model makes on its own, but human edits and arrangement can be protected. The US, UK and EU rules, and tool terms.
- Can you use AI images for commercial use?Most AI image tools allow outputs in ads, but only some paid plans defend you if an output infringes. What each tool’s terms and indemnities say, September 2026.
- What does the EU AI Act require for AI marketing images?Since August 2, 2026, EU law requires a visible label on realistic AI deepfakes, including product images that look better than in real life. Who labels, how, fines.
- What are the FTC rules for AI product images?Federal law has no AI label rule for product photos, but the FTC Act bans images that mislead. Section 5, the Colgate mock-up case, fake review rules and New York.
- Can you use AI to make images of real people?For ads, only with written consent. Right of publicity in New York, California and Tennessee, where the NO FAKES Act of 2026 stands, lookalikes, and EU and UK law.
- Can you use other people’s photos as AI references?Copyright does not protect style, but it does protect a photographer’s expression. When AI reference images are safe, Getty v Stability, and stock license limits.
- What are Content Credentials (C2PA)?Content Credentials are signed C2PA data in a file that record how an image was made. Who adds them, which platforms read them, why they get stripped, and SynthID.
- Should you tell clients and customers you used AI?Tell clients every time; tell customers when AI could change what they think they see. Contract points, EU, New York and IAB rules, and sample disclosure lines.
- Can you show logos and trademarks in AI images?Place your own logo from the real file after rendering, and keep other brands’ marks out of ads. US, UK and EU trademark basics, the Getty watermark ruling, checks.
- Do AI-generated models need model releases?A fully synthetic person needs no release, but real faces used as references, digital twins and union talent do. What to get in writing and what to keep on file.
Tools and AI models
What the AI creative tools and image models do, what they cost, and who each one suits.
- The best AI product photography tools in 2026, by jobThe best AI product photography tools in 2026, grouped by job, from free Google Pomelli to Photoroom at $12.99 a month, with prices checked September 24.
- Free AI product photo tools: what you actually getFree AI product photo tools compared: Pomelli, ChatGPT, Gemini, Canva (20 AI uses a month), Photoroom and more, and which free plans let you sell with the images.
- Higgsfield vs Flora vs Figma Weave for brand teamsHiggsfield vs Flora vs Figma Weave for brand teams: Weave’s free plan has 150 credits a month, Flora bills models with no markup, Higgsfield starts at $19.
- What is Figma Weave (formerly Weavy)?Figma Weave, the node-based AI canvas Figma bought as Weavy in October 2025: what it does, plans from free (150 credits) to $60 a user, and who it suits.
- What is Higgsfield?Higgsfield, the AI image and video studio behind Marketing Studio: plans from $19 a month, credit costs per model, its $5.4B valuation, and the rules to read.
- What is Google Pomelli?Google Pomelli is a free Google Labs tool that reads your website into a Business DNA and turns product photos into studio shots. Features and limits, Sept 2026.
- Can ChatGPT make product photos?ChatGPT Images 2.5, released September 8, 2026, puts your product in new scenes on every ChatGPT plan. How to prompt it for product photos, and where it fails.
- Which AI image model is best for product photos?Which AI image model is best for product photos in September 2026: GPT Image 2.5, Nano Banana 2 and Pro, Seedream, FLUX.2, with prices from $0.006 an image.
- What does "bring your own key" mean in AI tools?Bring your own key (BYOK) in AI tools means you pay the model provider directly instead of buying app credits. Pros, cons, fees, and which tools offer it.
- What is OpenRouter, and how do you get an API key?OpenRouter gives you one account and API key for 400+ AI models, passes prices through, and charges 5.5% by card ($0.80 min). How to get a key and cap it.
Make the photos, too.
Overs makes product and campaign photos that match your brand, without a photo shoot. Free for 40 photos a month; the AI is billed on your own key with no markup.