Fix, extend, or change something in an existing photo

+ Huge extension ecosystem and years of tutorials make almost any workflow achievable locally.
− Development has slowed, newer models like Flux need forks (Forge), and setup is fiddly for non-technical users.

+ Gets day-one support for new open models (Flux, Wan, Hunyuan) and lets you wire up any pipeline you can imagine.
− The node graph has a steep learning curve and shared workflows frequently break on missing custom nodes.

+ Best prompt adherence and hand/text rendering of any open-weight image model, with Kontext adding instruction-based editing.
− The dev weights are non-commercial, and the 12B model needs a 16GB+ GPU to run comfortably.

+ Generates a full deck or social campaign and then lets you edit every element in the familiar Canva editor.
− AI output leans on Canva's template look, and the most useful Magic features need a Pro subscription.

+ Follows complex, multi-step instructions and renders legible text and diagrams better than most rivals.
− Generation is slow and rate-limited, and outputs often carry a recognizable yellowish tint.

+ Many useful single-purpose tools (relight, uncrop, reimagine) under one roof with an API.
− Since the move from Stability AI to Jasper, several tools have been pared back and the model updates have slowed.

+ Keeps faces and products consistent across multi-turn edits better than most editors.
− Outputs carry a visible SynthID watermark and resolution tops out lower than dedicated generators.

+ Free access to high-quality OpenAI image models with no subscription.
− Aggressive content filtering and slow generation once the daily boosts are used up.

+ Generates realistic studio backgrounds and shadows for product shots straight from a phone.
− Free exports are watermarked and the Pro subscription is pricey for occasional use.

+ Free, high-quality background removal plus Firefly tools and Adobe Stock in a beginner-friendly editor.
− Less mature template library and collaboration than Canva.

+ Trained on Adobe Stock and licensed data, so outputs are marketed as commercially safe with indemnification for enterprises.
− Image quality and creativity lag Midjourney and Flux, and the generative credit system is restrictive.

+ Simple phone workflow for turning a product snapshot into a clean listing image.
− Most features need the Pro subscription and the web app is thinner than the mobile app.

+ Generates true SVG vectors and lets you lock a custom style so every asset matches your brand.
− Free-tier images are public and photorealistic output is weaker than its vector work.

+ Invents convincing fine detail (skin, fabric, foliage) that ordinary upscalers cannot.
− Expensive, and the creativity slider can alter faces or add details that were not there.

+ Removes unwanted objects in seconds with no account or software install.
− Free use is capped at 720px output and large removals leave smeary fills.

+ Generative Fill and Expand work non-destructively inside a full professional editor with masks and layers.
− Requires a Creative Cloud subscription and generative credits are limited on standard plans.

+ Best-in-class noise reduction and sharpening for real photographs without hallucinating detail.
− Expensive upfront cost plus paid annual upgrades, and it is slow on older machines.