Midjourney Alternatives 2026: GPT Image, Nano Banana, Ideogram, Recraft, Firefly and Flux

The best Midjourney alternatives solve a production problem: OpenAI GPT Image for revising an existing asset, Recraft for reusable brand graphics, Ideogram for text, Google Nano Banana for reference-led edits, Adobe Firefly for Adobe workflows, and Black Forest Labs FLUX for automation. Midjourney starts at $10/month, but buying another image subscription only makes sense when it removes a specific handoff or correction from your work.

Prices and terms verified against the makers' public pages on 12 October 2026. Prices below are US dollars. Annual equivalents, introductory offers and usage charges are labeled separately. These are workflow recommendations based on documented capabilities and terms, not a scored image-generation test.

Midjourney Alternatives at a Glance

Choose the row that matches the work you cannot finish comfortably today. An API is a way for your software to request images automatically; it is a separate buying route from an app subscription unless the maker explicitly connects the balances.

App-price sources: OpenAI, Recraft, Ideogram, Google, Adobe and Black Forest Labs. Google's consumer plan page does not establish which app tier exposes the exact Nano Banana 2.1 model; its API access is confirmed separately below.

The distinction that matters most is a good image versus a controllable asset. An attractive product scene can still fail because the package changed, the offer is misspelled, the file cannot be edited, or a colleague cannot work under the same billing account.

Midjourney AI Price: The Baseline Before You Switch

Midjourney, a subscription image generator, remains worth keeping when its output already meets your creative brief and your work stays manual. Replacing a satisfactory tool solely because another has a cheaper entry tier can create more finishing work than it removes.

These are the current baseline plans, directly from Midjourney's plan comparison.

Stealth is the relevant upgrade when the work needs to stay out of public discovery. Our Midjourney pricing guide explains those purchasing differences in more detail.

The larger workflow limit is contractual. Midjourney's community guidelines say it does not provide an API except for rare, expressly granted exceptions, and prohibit unauthorized automation. Its accounts are for individuals. A service advertising a “Midjourney API” is therefore not equivalent to an official API from the alternatives below.

Commercial-use wording: “You own all Assets You create with the Services to the fullest extent possible under applicable law.” The terms qualify this with third-party rights and require Pro or Mega for a company, or its employee, when company revenue exceeds $1,000,000 a year.

For a small studio, that creates separate purchase decisions: creative capacity, privacy and organizational eligibility. Paying for a higher tier does not automatically solve software integration or turn an individual account into shared team infrastructure.

Midjourney Free Trial

There is no current trial on the website or Discord, according to Midjourney's trial page. Do not make a production purchase on the assumption that an old free-generation promotion still exists.

Best Midjourney Alternatives by Business Job

1. OpenAI GPT Image: Best for Revising an Existing Asset

OpenAI's GPT Image, the image-model family used through ChatGPT and the OpenAI API, is the strongest starting recommendation here for a founder whose recurring job is “keep this asset, change this detail.” ChatGPT provides the conversational app route; an API implementation lets your software submit the brief and reference assets directly. The advantage over Midjourney for this job is the documented edit-and-automation route, not a claim that every generated image looks better.

OpenAI currently documents GPT Image 2.5 Sunburst for editing precision and GPT Image 2.5 Flare for everyday generation. Both support image inputs; the APIs support edits and image references. OpenAI also names remaining weaknesses in text placement, recurring brand elements and precise composition. Those limitations belong in the buying decision. Image-generation documentation.

For a skincare founder, the useful starting point is the approved bottle photograph. A request to move that bottle into a campaign scene is more controllable than describing the bottle again from scratch. OpenAI's own documentation illustrates the principle with separate lotion, soap, incense and bath-bomb references assembled into a gift-basket image. That is a vendor example, not an image generated for this comparison.

Best for: Editing approved visual assets and turning a written brief into a repeatable software request.
Standout: A conversational path for specifying what changes and what must remain.
Pricing: ChatGPT Free $0; Go $8/month; Plus $20/month; Pro $100, $200 or $500/month. Business starts at $20/user/month annually or $25 monthly; Enterprise and Edu require a quote. These are the published plan prices.
Free trial: Limited image creation is available in ChatGPT Free. Go includes more image creation; image generation with Thinking starts on Plus in the feature comparison.

API price: For both Sunburst and Flare, Standard pricing per million tokens is $5.00 text input, $1.25 cached text input, $8.00 image input, $2.00 cached image input and $30.00 image output. Batch lists $2.50, $0.625, $4.00, $1.00 and $15.00 respectively. A token is a billing unit of processed information; these rates are not a fixed charge per finished image. OpenAI API pricing.

Commercial-use wording: OpenAI's consumer terms say you “own the Output,” qualified by applicable law. The business/API agreement says the customer “owns all Output,” with the same legal qualification. You remain responsible for input rights and appropriate use; ownership language does not promise unique output. Consumer terms, Services Agreement.

The purchase flips from Go or Plus to Business when organizational controls matter more than another individual's allowance. Business now distinguishes Standard seats at $25 monthly or $20 annually from Premium seats at $125 monthly or $100 annually. Its minimum is two paid seats, in either mix. Business pricing FAQ.

1. 1

   Start with an approved original

   Use the product photograph or campaign image you are entitled to edit. Keep an untouched master. Write down the features that must survive: logo spelling, cap shape, package proportions, color and camera angle.

2. 2

   Write the change as a constrained edit

   A usable brief is: “Keep the bottle, label, cap, proportions and camera angle unchanged. Replace only the background with a warm bathroom shelf. Leave clear space beside the product for the headline. Add no new lettering.” This is a proposed recipe, not a reported result.

3. 3

   Choose the documented model and output

   For an API workflow, start with gpt-image-2.5-sunburst for the editing task. Use a quality setting appropriate to the draft, then increase it only if a specific defect remains. PNG is the documented default output; an app export and an API setting are different controls.

4. 4

   Compare the whole asset, then finish

   Inspect the unchanged regions as carefully as the edit. If the label must be pixel-identical, composite the approved product into the edited scene. Keep final offer copy in your layout file. OpenAI's prompting guidance explicitly recommends compositing when prompting alone cannot preserve a region exactly.

Recipe basis: OpenAI's image prompting guide. The ship-ready threshold is an accepted product and edit, not a pleasing overall impression.

Verdict: Choose GPT Image when revision is the expensive part of the job. Skip a subscription upgrade if what you really need is a native vector deliverable.

2. Recraft: Best for Reusable Brand Graphics and Vectors

Recraft, a design-generation workspace with its own image models, earns its place when the deliverable is a family of assets rather than a standalone picture. Its documented vector generation produces editable SVG files, while shared custom styles and billing give a studio an organizational route. That is the business job it beats the Midjourney baseline at: making a reusable visual system easier to hand off.

A vector stores shapes and paths rather than a grid of pixels. That matters for an icon, packaging motif or illustration that must scale and remain editable. It does not mean an automatically generated logo has passed a designer's construction or originality review. Recraft documents native SVG output and export controls on its model page, and separate style controls on its Styles page.

Consider a subscription brand needing a welcome illustration, a refill reminder and a packaging insert. The weak brief is “make these look like our brand.” A stronger brief fixes the approved palette, outline treatment, shape language and reference style, then changes the subject. The shared style is the starting material for that instruction, not permission to stop inspecting the result.

Best for: Repeated illustrations, editable brand graphics and shared visual styles.
Standout: Native vectors alongside raster images, which are pixel-based pictures.
Pricing: The public annual view shows Basic $10/month, billed $120 annually; Pro $16/month, billed $192 annually; Teams $18/month per seat. The displayed starting allowances are 1,000 monthly credits for Basic and 2,000 for Pro or each Teams seat. Higher credit bands are selectable. Recraft plans.
Free trial: Free access exists, but its images are public and are not licensed for commercial use.

The Teams card displays a monthly equivalent alongside an annual charge that does not equal that figure multiplied through the year. Treat the monthly label as an annual-plan display, not a month-to-month offer or an invoice calculation. The public view captured here does not establish the monthly-billing prices.

API price: V4.1 Flash raster images cost $0.007. V4.1 lists $0.035 raster, $0.08 vector, $0.21 Pro raster and $0.30 Pro vector. V4 Styles lists $0.035, $0.05, $0.10 and $0.12 for those respective outputs. V4 lists $0.04, $0.08, $0.25 and $0.30; V3 lists $0.04 raster/$0.08 vector; V2 lists $0.022/$0.044. Creating a style adds $0.005 per request; vectorizing an image is $0.01. API units are purchased separately from app credits. Generating with style references adds the stated style-creation charge. Recraft API pricing.

Commercial-use wording: Paid plans “grant you full ownership and commercial rights for all images generated while subscribed.” The API terms separately say, “You own all Assets you create with the API Services,” while restricting their use for AI training. Plan terms, Developer Terms.

That makes the free-to-paid boundary unusually important. Do not assume buying Basic later changes the rights attached to something generated while you were on Free. Build client deliverables under the paid entitlement from the start.

For an editable illustration, select a vector model, set the style and format, generate, then export SVG using the documented flow. Open the file in your vector editor and inspect the paths, gaps, overlaps and smallest intended display size. A visual that works as a large preview can still have fragile detail at icon size. Reserve raster output for imagery that genuinely needs photographic texture.

Teams is worth considering when colleagues need the same styles and purchasing account. Shared styling reduces the work of explaining the look repeatedly. It does not replace the approved logo file, font license, layout template or final design review.

Verdict: Choose Recraft when consistency means a repeatable design system and editable files. Keep a photograph-led editor alongside it if product retouching is the main workload.

3. Ideogram: Best for Text Changes Inside Campaign Images

Ideogram, an image-generation and editing platform, is the most directly aligned choice here when the repeated failure is lettering or a localized campaign asset. Its current model pages explicitly address multilingual text, layout and targeted text modification. That makes it a defensible specialist recommendation without pretending a public feature page proves a universal accuracy lead over Midjourney.

The maker's Ideogram 4.5 examples include translated signage, a web banner and a coffee brand system. Its 4.0 page emphasizes multilingual text and layout control. The business consequence is concrete: the scene can be the thing you preserve while the words become the thing you revise.

Suppose a café's approved campaign uses a photograph of a window sign. The requested change is a different language, not a different window, reflection or shop interior. Start from the approved image and supply the exact replacement wording in quotation marks. Ask for the surrounding material and composition to remain. Then have someone who reads the language check every character, punctuation mark and line break.

That final check matters even when a sample looks convincing. “Legible” means a person can read the text. “Correct” means it says the approved thing. “On brand” adds font, spacing and hierarchy. An image model's success at the first does not establish the other two.

Best for: Text-led images, signage changes and campaign localization.
Standout: Documented text modification and precise editing workflows.
Pricing: Plus $20/month or $15/month billed annually at $180; Pro $60/month or $42/month billed annually at $504; Team $30/user/month or $20/user/month annually, minimum two users; Enterprise custom. Ideogram pricing.
Free trial: No subscription trial. Eligible Free accounts receive a variable weekly credit allowance.

API price: Ideogram 4.5 generation at either 1K or 2K is US $0.03 Low, US $0.06 Medium or US $0.10 High. With source images, rates are US $0.008 Very Low, US $0.03 Low, US $0.06 Medium or US $0.22 High. Precise Edit uses those edit rates. The same pricing page's US $0.003 starting rate belongs to P-Image at Very Low 1K, not Ideogram 4.5. API rate card.

Commercial-use wording: “you're free to use them for any purpose, including commercial use.” Ideogram does not claim ownership of your generated images; its terms still apply. Maker's commercial-use answer.

There is a meaningful billing difference from several competitors: Ideogram says API requests consume subscription monthly credits first when they cover the whole request, and otherwise use the API balance. Account for that before treating the app and API as entirely separate pots. API setup documentation.

The practical wall is editing allowance. Ideogram says AI editing and Image Reference need priority credits; the slow queue does not cover them. A promise of unlimited slow generation therefore does not mean unlimited revision of approved client assets. Plus buys private generation, while Team adds central administration and collaboration.

For final ad delivery, use the model where the wording belongs physically in the photograph. Put ordinary headline, price and call-to-action typography in the layout tool. That keeps later copy corrections independent of the image and protects the approval trail.

Verdict: Choose Ideogram when changing text inside an image is the job. Do not make the generator responsible for ordinary typesetting that should stay editable.

4. Google Nano Banana: Best for Reference-Led Image Editing

Google's Nano Banana 2.1, a Gemini image-generation and editing model, fits a product or character workflow that repeatedly returns to reference images. The confirmed buying route for that exact model is the Gemini API. Its combination of image references, conversational edits and published output-resolution prices gives a business a clearer automation route than Midjourney's individual subscription.

Google documents the stable model identifier gemini-nano-banana-2.1, multi-turn consistency, text rendering and Web and Image Search grounding. Grounding means consulting retrieved material to inform the generation. It is not a license to reuse whatever the search finds. See the model documentation and our Nano Banana 2.1 explanation.

The best brief is a constrained transformation: keep the approved product, change the environment, and state which visual evidence is authoritative. An owned packshot should establish the packaging. A separate mood reference can establish lighting. A text instruction can establish the crop and empty area for copy. Giving each input a job is more useful than attaching a pile of vaguely related references.

Best for: Reference-led edits that need to become a repeatable application workflow.
Standout: A model-specific API with conversational editing and explicit resolution tiers.
Pricing: The US consumer page lists Google AI Plus $4.99/month, Pro $19.99/month and Ultra from $99.99/month. Those are app-plan prices, not Nano Banana 2.1 API subscriptions. The page does not establish exact 2.1 access by consumer tier. Google AI plans.
Free trial: Google's Nano Banana 2.1 API pricing lists no free tier. Do not assume a consumer offer creates free API quota.

API price: Standard image-output equivalents are $0.0336 per 1K image, $0.0504 per 2K image and $0.113 per 4K image. Input costs $1.50 per million tokens; text and thinking output costs $7.50, and image output $30.00. Batch lists image equivalents of $0.0168, $0.0252 and $0.0567, with input $0.75, text/thinking output $3.75 and image output $15.00 per million tokens. These are Google's stated equivalents, including its rounding. Nano Banana 2.1 pricing.

An output equivalent is not the whole request bill. Inputs and any text/thinking output are separate; search grounding has its own allowance and charges. Avoid enabling a paid dependency simply because it is available. A supplied product reference often gives the model the evidence the job needs.

Commercial-use wording: “Google won't claim ownership over that content.” Google's API terms also say similar content may be generated for others, make you responsible for its use, and require applicable attribution when returned. That is a qualified output-use position, not a promise of exclusive rights or clearance of reference material. Gemini API terms.

For a campaign series, preserve the approved source rather than repeatedly asking an already-edited result to become the next source. Keep each instruction narrow: change the background, then assess it; adjust the crop, then assess it. If the product identity fails, return to the original reference rather than polishing the wrong object.

The ship-ready call is straightforward. A scene can be useful for a campaign concept after visual review. A product listing needs to depict the item you sell accurately. Where a label or geometry must survive unchanged, keep the photographed product in the final composite.

Verdict: Choose Nano Banana 2.1 for a reference-led editing workflow with a clear API budget. Do not buy an app plan assuming it includes that API workload.

5. Adobe Firefly: Best for an Adobe Production Workflow

Adobe Firefly, Adobe's generative creative platform, is the better Midjourney alternative when the image still needs to pass through an Adobe finishing process. Its practical advantage is the route from generation to editing and managed creative work. A small studio already delivering through Adobe tools should value that handoff more than another gallery of attractive samples.

Think of an approved product photograph that needs extra background to fit a different placement. The valuable change is around the product, not a new interpretation of the product itself. Define the region to change, retain the original product layer and complete the layout in the application that owns the deliverable. Adobe's published offering includes standard image features such as Generative Fill; its Firefly Services documentation also describes APIs for image generation and editing.

Best for: Studios whose generation, retouching and delivery need to stay connected.
Standout: Adobe creative-tool integration and a separate enterprise automation route.
Pricing: Standard US$9.99/month with 2,000 credits; Pro US$19.99/month with 4,000; Pro Plus US$49.99/month with 10,000; Premium US$199.99/month with 50,000. The page currently advertises first-year Pro Plus at US$34.97/month and Premium at US$139.91/month, with the offer ending October 21. Firefly plans.
Free trial: Free access exists, and the page offers trials for selected subscriptions; no universal trial length is assumed here.

API price: No public per-image Firefly Services rate was established from Adobe's pages in this verification. Adobe publishes the API capabilities, while its enterprise Creative Production page says pricing depends on production volume and workflow usage and directs buyers to sales. Treat API pricing as quote required, not as included in the US$9.99 subscription. Enterprise pricing description.

That is a real disadvantage if you need a self-serve unit price before building. An API can be technically suitable and still be a poor procurement fit for a small automated workflow.

Commercial-use wording: “For features without the beta label, you can use Firefly-generated outputs in your commercial projects.” Adobe's FAQ allows beta outputs commercially unless the product explicitly says otherwise. Firefly FAQ.

Keep that statement tied to the actual model. The Firefly interface can offer partner models, and Adobe's plan page puts responsibility for judging those outputs on the user. Eligible enterprise indemnification for selected Firefly outputs is not a blanket promise attached to every model or individual subscription.

For a small studio, Pro's inclusion of Photoshop on web and mobile plus Adobe Express can matter more than extra generation allowance. It does not mean the full desktop Creative Cloud suite is included. Similarly, unlimited standard generations do not mean every premium or partner-model operation is unlimited.

Before changing an Adobe budget, map the deliverable backwards. Which application holds the editable master? Who needs access? Where is the approved product layer? Which generation is standard and which consumes premium credits? This determines whether Firefly removes a handoff or merely adds another paid surface.

Verdict: Choose Firefly when Adobe is already where the work becomes deliverable. For a small standalone API project, prefer a published unit rate unless Adobe's broader workflow earns the procurement effort.

6. Black Forest Labs FLUX: Best for Per-Image Automation

Black Forest Labs' FLUX, a family of image models with a hosted API, fits a business that wants generation inside software without buying individual image subscriptions. Its current hosted pricing says “No subscriptions, no seat fees.” That directly addresses the job Midjourney does poorly for this reader: an authorized, metered generation service for an automated workflow.

The important distinction is hosted API versus self-hosted model weights. Weights are the model files you run on your own infrastructure. A hosted rate buys a request to the maker's service. A weights license governs your deployment and may have different commercial conditions. Neither route becomes the other merely because both use the FLUX name.

Best for: Software-driven image generation with a legible per-output rate.
Standout: FLUX 3 Image bills by selected resolution tier, including prompt and reference-image inputs.
Pricing: No hosted monthly subscription or seat fee. Enterprise pricing is custom. The separate open-weight license options are Builder, Platform, Professional, Enterprise and Synthetic Data; the public pricing page does not show their dollar charges. BFL pricing.
Free trial: The pricing page does not state a trial allowance. Do not budget around assumed starter credits.

API price: FLUX 3 Image lists $0.041/image at 768 × 768, $0.048 at 1K, $0.07 at 1.5K, $0.10 at 2K and $0.607 at 4K. Text-to-image and image-to-image use the same rates. Prompts and reference images are included; rejected requests, failed generations and outputs withheld by moderation are not charged. Published rate details.

Those details make the budget easier to explain than a token estimate. They do not make every successful response useful. A returned image with the wrong package or unsuitable composition is still a generated image. Your approval process must distinguish a failed API request from a visually rejected result.

Commercial-use wording: For hosted API use, BFL says “all usage includes full commercial rights with no separate license.” Its licensing guidance distinguishes that from self-hosting: FLUX.2 [klein] 4B uses Apache 2.0, while listed [klein] 9B, [dev] and Kontext [dev] routes need commercial licensing for commercial deployments. BFL licensing guide.

For confidential brand work, also read the hosted service terms rather than inferring data handling from the lack of a public gallery. BFL's standard terms include a license to use content to develop and train its services, with a prospective training opt-out by contacting it. Output ownership and training use are separate questions. BFL terms.

A sensible implementation keeps the brief, source asset, model, selected resolution and returned file together. Route the result for approval before it becomes an ad or a catalog image. That record lets a marketer request a correction to the same asset instead of losing the context in another chat.

Self-hosting is a different business decision. It can move infrastructure control to you, but it also moves deployment, maintenance and capacity planning to you. A founder who only needs automated images should start by pricing the hosted request and the human review it requires; downloadable files alone are not a reason to become an inference operator.

Verdict: Choose FLUX when you need generation inside a product or process and want a published per-image rate. Treat local deployment as a separate project.

Which Alternatives to Midjourney Should You Choose?

Replace the step that fails most often, then choose the cheapest suitable buying route. A company does not need the same tool for an illustration system, a product photograph and an editable ad layout.

For a founder making product and ad variations, start with GPT Image. The decision flips toward Nano Banana when its model-specific reference workflow and explicit resolution prices better fit the application you are building. Either way, preserve approved product evidence and keep a human acceptance step.

For a studio building a repeatable brand language, start with Recraft. The decision flips toward a photographic editor when the asset must preserve an existing physical product rather than create a reusable graphic family. A style reference is not a complete brand kit: retain fonts, logos, spacing rules and layout masters separately.

For a marketer changing words inside images, start with Ideogram. The decision flips toward ordinary layout software when the words are just an overlaid offer. Editable text is more dependable than repeatedly generating a correct sentence.

For an Adobe studio, start by checking the Firefly entitlement you already have. The decision flips toward another maker's API when public unit pricing and simple integration are more important than Adobe's wider production environment.

Midjourney AI Alternatives for Automation

Choose an official API with the billing unit your operator can understand. FLUX prices the selected image tier; GPT Image uses tokens; Nano Banana lists image-output equivalents plus other usage; Recraft separates API units from subscriptions; Ideogram can consume subscription credits first. Those differences determine who owns the budget and what happens when an allowance runs out.

Do not automate publication just because you can automate generation. The deliverable still needs approval for product accuracy, wording and brand fit. Keep the image-generation step independent from the decision to spend ad budget or publish a claim.

For a wider view beyond replacement workflows, see the AI image generator comparison.

Midjourney Free Alternatives and the Ones to Avoid

Free access is useful for exploration only when the eventual use is allowed. Recraft Free is the clearest mismatch for this reader: its published terms exclude commercial use. A free output that cannot be used in the campaign is not a cheaper production asset.

Avoid unofficial Midjourney automation services for a workflow that depends on authorized access. The maker's prohibition matters more than a third party's API-shaped interface.

Avoid a self-hosted FLUX model chosen solely because it is downloadable. The named model and its license decide commercial deployment rights. “Open weights” describes availability of files, not a universal commercial permission.

Avoid Firefly as a presumed fixed-price API add-on. Its individual app price is published; an API unit rate was not established here. Keep it shortlisted when the workflow fits, but leave the API budget unfilled until Adobe provides it.

Avoid premium plans bought to solve the wrong problem. More generation capacity does not make final type editable, preserve a package pixel for pixel or create a shared brand process. Keep Midjourney if it meets the creative brief and the missing work is ordinary design finishing.

How These Were Picked

The recommendations turn on documented editing controls, text workflows, reusable styles, export formats, official API access, billing structure and commercial terms. Public maker pages were opened and checked for this article on 12 October 2026. No signed-in generation trial was performed, and no quality score or comparative success rate is claimed.

The six tools cover distinct purchasing decisions. Krea and Leonardo remain outside this shortlist because these six maker routes already cover the brief's editing, text, brand and automation decisions in detail. No comparative quality judgment was made about the omitted tools.

The screenshots show the makers' public pages and examples. The cover is an editorial illustration of brand production, not evidence of any product's output quality. Proposed recipes describe how to approach a brief; they are not fabricated before-and-after test results.

Questions Before You Replace Midjourney

Can I automate Midjourney instead of switching?

Not through unauthorized tools under its published guidelines. Rare expressly granted exceptions do not constitute a general public API. For an ordinary business integration, choose an official API from the alternatives above.

Does a ChatGPT or Google AI subscription pay for API images?

Do not treat an app subscription as API credit. OpenAI lists API pricing separately, and Google's consumer plan page does not establish a Nano Banana 2.1 API allowance. Ideogram is a distinct case: its API documentation explicitly describes consuming eligible subscription credits before the API balance.

Which tool should I use for exact text in an ad?

Ideogram is the focused choice when text must appear inside the generated scene. For an ordinary headline, price or call to action, keep the text in the layout file so you can control wording and typography without generating the image again.

Can I sell the images or use them for clients?

Check the maker wording and the route you used. Recraft Free excludes commercial use; Midjourney has a company-revenue condition; hosted APIs and self-hosted weights can have different terms. Permission to use an output does not clear trademarks, people, copyrighted references or inaccurate product claims.

Will a reference image keep my product identical?

Do not assume it will. Inspect the logo, label, proportions and material after every edit. If the product must remain exactly as photographed, preserve that photograph in the final composite and generate the surrounding scene.

Your Monday Move

Review the assets your business recently rejected or had to repair. Separate bad composition, wrong text, changed product details, missing editability and billing friction. Pick the alternative that addresses the most repeated failure, document the acceptance rule, and assign the final file to an owner. A useful replacement removes a recurring correction; an interesting gallery is not enough.

Get the AI Business Workflow Audit Checklist through the newsletter to map the source asset, correction step, approval owner and buying route before changing tools.