is an AI full-body portrait generation tool launched by Generated Media, Inc.. It creates ultra-realistic full-body portraits in real time based on GAN and diffusion models. It supports free customization of multi-dimensional parameters such as age, race, body shape, clothing, posture, etc. The free version can be used for non-commercial purposes, and the paid plan unlocks commercial authorization and high-definition downloads.

HumanGenerator

Core parameters and statistics

Human Generator is an AI full-body portrait generation tool (Type D - productivity/business application) launched by Generated Media, Inc. (formerly Generated Photos). It is positioned as a "portrait material factory customized for design scenes." Users select dimensions such as age, race, body shape, clothing, posture, background, etc. through a multi-dimensional parameter panel to generate ultra-realistic full-body portrait photos in real time, without the need for model shooting or gallery purchase.

Projects	Public Information
Product positioning	AI full-body portrait real-time generator
Core capabilities	Full-body portrait generation, multi-dimensional parameter customization, facial replacement, batch variations
Product Form	Web Online Tool + REST API
Training data source	Icons8 studio authorized portrait photos (not web crawled)
Output resolution	1024×1024 standard (supports upgrade to 4096px)
Output format	JPG / PNG (transparent background optional)
Business model	Free (non-commercial) + subscription / batch download / API pay-as-you-go
Place of Residence	US (Delaware, USA)
Support Platform	Web, API
Language	en-US

Brief review in one sentence: Human Generator is not a general image generator, but a "portrait material as a service" - select the parameters to generate usable portraits with one click, eliminating the need for copyright purchase and model shooting, allowing the design team to obtain portrait materials that match the target audience in a few minutes.

Core Difference: Compared with general AI image generation tools such as Midjourney, the generated results of Human Generator are predictable and repeatable - each time the parameters are adjusted (such as "Southeast Asian women 30 years old, casual wear, smile"), the correct portrait of the corresponding characteristics can be stably output, rather than a "drawing card" random result.

User and market recognition

Generated Media's product matrix (Faces Gallery contains 2.67 million+ pre-generated faces and Humans contains 100,000+ full-body photos Face Generator and Human Generator) has a high penetration rate in the design community and B-end market.

Well-known customers and cases:

• SAP: Use Generated Photos as user avatars in the free trial version of the software.
• Reallusion: Create 3D head models using generated portraits in the Headshot plugin.
• Dell: Cited its AI-generated portrait technology in a market insights report.
• Fast Company / The Verge / Repubblica: Many technology media reported this as a representative case of AI-generated portraits.
• Games: Space Wreck (indie game character), We Are Football 2024 (PC emulator crowd), Mars Tycoon (Alexa game avatar), and more all use Generated Photos assets.
• Film and television: The Apple TV+ series Spirited and the Israeli TV series Fauda have all used portrait materials from this platform.

Community and Media Recognition: Product Hunt, Fast Company and other platforms have inclusions and positive reviews. The compliance of its training data source (based on authorized photos from Icons8 studios, not crawled from the Internet) has become a point of differentiation in the context of frequent AI copyright disputes.

Market positioning: In the segmented track of AI portrait generation, Human Generator is one of the few portrait tools that covers the entire link of "free experience → subscription download → API integration → data set procurement", and the commercial authorization terms are relatively clear.

Cost advantage

Three-tier cost structure

Cost dimension	Free plan	Subscription plan	API plan
Fees	$0	Monthly subscription (15 photos/month)	Starting at $250/month (1,000 photos)
Commercial use authorization	❌ For non-commercial use only, signature required	✅ Single project commercial use authorization	✅ Commercial use within API subscription period
Resolution	Low resolution + watermark	1024×1024	1024×1024 JPG
Downloads	Limited	15 per month (not cumulative)	Quota based on package
Applicable scenarios	Personal experience, academic research	Small design projects, social media	Online application integration, batch generation

Cost comparison with alternatives

Plan	Single cost (estimate)	Controllability	Copyright clarity	Batch efficiency
Human Generator Subscription	~$1-2/photo (within subscription)	★★★★★ Multi-dimensional parameters are fully controllable	★★★★★ Clear commercial terms	★★★☆☆ Manually edit each photo
Human Generator API	~$0.03-0.25/piece	★★★★☆ API parameters are controllable	★★★★★ Clear commercial terms	★★★★★ Automated batching
Shutterstock library portraits	$10-50/picture	★☆☆☆☆ Only search existing materials	★★★★★ Standard commercial license	★★★★☆ Bulk purchase
Midjourney / DALL-E	~$0.002-0.08/picture	★★☆☆☆ Portrait features are difficult to control accurately	★★☆☆☆ Copyright dispute is not fully clear	★★★★☆ Batch generation
Self-hired model shooting	$200-2000+/time	★★★☆☆ On-site guidance available	★★★★★ Sign authorization agreement	★☆☆☆☆ Single output is limited

Hidden benefits: The core cost advantage of Human Generator is not the absolute unit price (the API volume price is about $0.25/picture, which is lower than the gallery but higher than Midjourney), but lies in the "zero trial and error cost + precise matching" - the design team can repeatedly adjust the parameters during the prototype stage until the ideal portrait is obtained, without the need to "pay first and then decide whether to use it" like the purchase of the gallery, nor the need to bear the venue and model costs like shooting.

The Free Truth: The free version is for non-commercial use only and requires attribution (embed "Photos by Generated.Photos" link). The output low-resolution watermarked version cannot be used in official commercial projects. True commercial licensing requires at least a subscription or purchase of bulk downloads.

Main functions

• Real-time generation of full-body portraits: Real-time generation of ultra-realistic full-body portraits based on gender, age, race, body shape and other parameters. Applicable tasks: rapid rendering of design materials, product prototypes, and advertising creatives. Different from pure face generation, full-body photos support complete posture, clothing, and background control.
• Multi-dimensional parameter control panel: Provides 15+ adjustable parameter dimensions - gender (male/female/non-binary), age group (child/youth/middle-aged/elderly), skin color (multiple color levels), racial characteristics (multi-ethnic), body shape, hairstyle and hair color, clothing style and color (tops/bottoms/coats/shoes/accessories), posture, background. Applicable tasks: Accurately match the design needs of the target audience characteristics.
• Face Swap: Apply real faces to the generated virtual body to achieve "try on different looks with your own face". Applicable tasks: e-commerce fitting preview, creative extension of personal image photos.
• Randomization and variant generation: Generate multiple variants of the same parameter combination with one click, or generate completely randomly for inspiration exploration. Applicable tasks: Interface prototypes that require multi-character display, and batch creation of game NPCs.
• Negative prompt words: Supports entering negative prompt words to exclude unwanted features (such as "Don't wear glasses", "Don't have short hair"). Applicable tasks: Finely control the generated results and reduce secondary screening.
• HD output with transparent background: Standard output 1024×1024px JPG, paid plan supports 4096px upgraded output and PNG transparent background. Applicable tasks: Professional design projects that require high-quality printing or material synthesis.

Hide linkage effect

The function chain of Human Generator does not exist in isolation. Its real workflow value lies in the "parameter panel → face replacement → variant generation → high-definition output": the designer first locks the target race and age characteristics through the parameter panel, then uses facial replacement to match the brand spokesperson's face to different postures and clothing, and finally produces multiple materials at one time through variant generation for A/B testing. This kind of link eliminates the cross-tool switching cost of "finding images separately, manually cutting out images, and repeated rework" in the traditional process.

Positioning differences with Face Generator

Dimensions	Face Generator	Human Generator
Output range	Head/face only	Full body portrait (including posture, clothing, background)
Parameter dimensions	Facial features (about 10 items)	Full body features (15+ items, including body shape/clothing/posture)
Face replacement	Not supported	Supported
Applicable scenarios	Avatar, user profile picture	Full body display, advertising creative UI prototype
Underlying technology	GAN + diffusion model	Diffusion model + refined control network

Model and version evolution

Human Generator is a relatively new product in the Generated Media product matrix. It has undergone beta testing and official release in mid-2026. Its underlying model is based on the company's self-developed portrait generation technology and has evolved from a GAN architecture to a diffusion model architecture.

Technical pedigree

Generated Media has operated Faces Gallery (face database) since 2019, initially generating 2.67 million+ faces based on the StyleGAN architecture. Then came the Face Generator (interactive face generator). Human Generator is the company’s latest effort in full-body portrait generation, using a more advanced diffusion model architecture to achieve full-body pose, clothing texture, and background consistency.

Version node

• Beta internal testing version (~2026-06): limited internal testing, soliciting feedback from early users. Functions cover basic parameter control and full body generation. There is no official precise date yet, please refer to the actual internal testing notice.
• Official version 1.0 (~2026-07): Officially publicly launched, with new features such as face replacement, fine-grained control of clothing, negative prompt words, etc., free and open for non-commercial use. There is no official precise date yet.

Future planning

Officials disclosed the following upcoming features on the Human Generator product page:

• Generate variations: Generate multiple variations of the same character at one time.
• Animations: Let the generated portrait produce short animations.
• History: Go back and re-download previously generated material.

Technical advantages

Training data compliance - the largest hidden moat

Human Generator's training data comes from authorized portrait photos taken by Icons8 Studio, rather than images crawled from the Internet. In the context of frequent lawsuits against AI companies around the world over training data copyright issues from 2024 to 2026, this data source strategy directly translates into commercial security - the generated portraits downloaded by users on the Generated Photos platform do not involve "deep fake" portrait rights disputes because the output images do not map to any real individuals.

Controllability and Consistency

The core technological differentiation of Human Generator lies in "accurate mapping of parameters to features". When generating portraits, general diffusion models (such as Stable Diffusion and Midjourney) have a low satisfaction rate for composite constraints such as "25-year-old Southeast Asian female, brown skin, straight hair", and it often takes dozens of attempts to obtain a result with consistent features. Human Generator directly maps semantic parameters to the latent space through the conditional control network (Conditional ControlNet) and multi-attribute joint encoder, making the accuracy of a single generation significantly higher than that of the general model.

Reasoning efficiency

Trade-offs based on special-purpose models vs. general-purpose models: Human Generator has a smaller number of model parameters than the general-purpose basic model, but it is deeply optimized for portrait generation scenarios—the inference path is shorter and the output is more stable. This means shorter wait times for a single build (the official claim is "real-time build") and lower resource consumption, which matches the cost structure of its SaaS subscription model.

Limitations

• Limited scene diversity: Currently, it mainly focuses on frontal/half-side portraits from half to full body, and there is insufficient support for complex actions (dynamic postures such as running, jumping, dancing, etc.).
• Weak stylization ability: It does not have the ability to transfer artistic styles like Midjourney, and the output style tends to be "realistic studio photos".
• Ultra HD output at additional cost: Standard resolution 1024×1024 for web needs, but print-grade 4096px output comes at an additional cost.

How to use

Human Generator provides two usage paths: Web online tools and REST API, which are suitable for users with different technical backgrounds.

Web side usage steps

1. Visit https://generated.photos/human-generator
2. Click "Create human" to enter the generation interface
3. Adjust parameters in the control panel: gender, age, skin color, ethnic characteristics, body shape, hairstyle, clothing (tops/bottoms/jackets/shoes), clothing color, posture, background, accessories
4. Optional: Upload a real face for face replacement (Face Upload)
5. Optional: Enter negative prompt words to exclude unwanted features
6. Click the generate button to preview the results in real time
7. Click "Generate variation" to create a variation with the same parameter combination
8. Click download when satisfied (free users download the low-resolution watermarked version, paying users unlock the high-definition non-watermarked version)

Typical time deduction: It takes about 3-5 minutes from parameter adjustment to completion of download. If it is a batch project, the closer the stock design is to "multi-character display that requires a unified style" (such as team pages, game NPC groups), the higher the unit time efficiency will be.

API access

Generated Photos provides a RESTful API that enables on-demand integration into applications and services.

How to use	Suitable for people	Features	Cost
Web online tools	Designers, product managers, content creators	Graphical interface, no programming required	Free trial / subscription or pay-as-you-go
REST API	Developer, enterprise integration	Automated calling, batch generation	$250-300+/month by package
Data set purchase	ML team, research institution	Fully pre-generated portrait data set	Pricing based on data set (need to contact business)

API Restrictions: The API is limited to online applications and services. Caching, hoarding or downloading as independent files is prohibited. It is prohibited to be used for machine learning training and data set compilation. Commercial use requires keeping the API subscription valid.

Product Pricing

Human Generator's pricing system is consistent with the Generated Photos platform as a whole, adopting a four-tier structure of "free trial → subscription/batch download → API by volume → enterprise commerce".

Subscription plan (common to Face Gallery & Face Generator)

• Monthly Subscription: 15 standard portraits/month (1024×1024 JPG), non-cumulative.
• Annual Subscription: Same 15 photos/month, 17% off.
• Additional Purchase: Additional materials can be purchased via Bulk Download once the quota is used up.

Bulk Download

Pricing is tiered according to the number of downloads (specific amount), and a one-time purchase will obtain a permanent commercial license.

API plan

Package	Monthly fee	Amount included	Output specifications	Commercial license
Basic API	$250/month	1,000 photos	1024×1024 JPG	✅ API subscription period
Advanced API	$300/month	10,000 photos	1024×1024 JPG	✅ API subscription period
Enterprise API	Contact Business	Customization	Customization (including 4096px upgrade)	✅ According to contract terms

Additional feature fees

• Transparent Background (PNG): Free for subscribers, Bulk Download adds about 20%.
• Image Upgrade (4096px): Bulk Download adds about 20% to the price, this option is not included in the subscription.
• EXCLUSIVE RIGHTS: Removal of selected figures from the platform (exclusive use rights), equivalent to approximately 3x subscription credit or 100% Bulk Download markup.

Free version restrictions

• For personal, non-commercial use only
• Output low-resolution version with watermark
• Must embed "Photos by Generated.Photos" signature link
• No derivative works are allowed
• Illegal use will automatically terminate the authorization

Application scenarios

1. UI/UX Prototyping and Product Design

Task: Replace placeholder avatars or repeated icon placeholders with real people in the interface prototype. Benefits: From using a gray placeholder avatar (no user empathy) → inserting an AI portrait that matches the characteristics of the target user (realism + empathy + brand adaptation). It is especially suitable for international products that need to display user portraits from multiple regions and races. Deduction Efficiency Improvement (Designer): The traditional method requires an average of 10-15 minutes per picture to search and match portraits from the gallery, while the Human Generator parameterized generation takes about 3-5 minutes per picture, and there is no need to worry about copyright issues.

2. Advertising creativity and social media materials

Task: Generate display characters for advertising creatives, which require precise control of race, age, and image to match the target audience. Benefit: Purchase materials from the gallery ($10-50/picture, unable to accurately match demographics) → AI generates portraits of specific demographic characteristics (low cost, precise matching). In Facebook/Instagram ads, the match between the character image and the target audience directly affects the click-through rate - Human Generator allows designers to generate 10 groups of portraits with different audience characteristics in a few minutes for A/B testing. Deduction: New media operators or advertising personnel change from "spending 2 hours to find suitable portraits in the gallery" to "spending 10 minutes to generate 5 groups of target portraits and put them into test directly".

3. Game characters and virtual world

Task: Batch generate diverse portraits for game NPCs (non-player characters). Benefits: From manual design or outsourced modeling (high cost, low volume) → AI generated standardized portraits (low cost, high volume). Indie game Space Wreck and mobile game Mars Tycoon have used Generated Photos to generate game character avatars. Deduction: The independent game team changed from "outsourcing 50 NPC avatars for $500-2000 and 2 weeks" to "API batch generation of 500 avatars for $25-250 and completed within a few hours."

4. Website and corporate promotional materials

Task: Generate unified style portraits for team pages, customer cases, and product display pages. Benefits: From using messy real employee photos (inconsistent styles, complicated privacy authorization) → AI portraits with a unified style and unified background (visually unified, no authorization risk). It is especially suitable for the "Customer Cases" page of the SaaS official website, which needs to display characters from different industries and different roles.

5. Academic research and AI training data

Task: A large-scale, diverse, and consistently annotated portrait dataset is required for psychological experiments, face recognition research, or model training. Benefits: Go from collecting annotations yourself (takes weeks, complex with privacy compliance) → purchase Generated Photos ready-made dataset or obtain on-demand via API. Researchers at Osaka University have publicly stated: "High-quality Asian facial images are difficult to obtain in large quantities in the market, and the data of Generated Photos is very valuable." Note: The portraits obtained by the API are not allowed to be used for machine learning training. If you need training data, you need to purchase special Datasets products.

Dimensionality reduction strike scene

The cost-efficiency difference between Human Generator alternatives is greatest in the following scenarios: design projects that require more than 10 portrait materials and have precise matching requirements for character characteristics - product mockups, multi-character case pages, international UI prototypes, and batch generation of game NPCs. In these scenarios, the cost and time of the alternative (photo gallery purchase/model shoot) rises linearly or even exponentially.

Boundary of human-machine collaboration

• Can be 100% automated: basic portrait generation, parameter combination filtering, batch variant output, standard resolution download.
• Manual confirmation required: Whether the portrait is suitable for the specific brand tone and scene context, "uncanny valley" effect assessment, whether the race/age/body type representation is appropriate and diverse, and final commercial compliance confirmation of high-value materials (it is recommended that the legal department review the license agreement).
• Automation is not recommended: irreversible commercial release, portrait selection involving brand endorsement scenarios, final review of print-grade materials.

Applicable people

Design Creative Team

• UI/UX Designer: Need to quickly obtain a prototype filled with real people to save time on gallery search and copyright confirmation.
• Advertising creatives: Need to accurately control portrait characteristics to match advertising audiences while reducing material procurement costs.
• Graphic Designer: Find commercially usable portrait materials for brochures, posters, and presentations.
• Game Art: Need to batch generate NPC avatars or crowd maps.

Products and Operations

• Product Manager: Quickly produce demo assets including portraits during PRD and prototype stages.
• New Media Operation: Quickly add images to social media content, and support A/B testing of portraits with different audience characteristics.
• Content Creator: Content production that requires portrait materials such as blogs, video covers, and e-books.

Development and Enterprise

• Independent developers and entrepreneurial teams: API integration can add the ability to generate portraits in your own applications (such as social application avatar generation, virtual try-on).
• Enterprise IT/Digital Teams: Requires compliant portrait data for internal system prototyping and corporate communications.
• AI Research Team: Purchase datasets for model training and research (via Datasets product, not API).

Does not fit the boundary

• Not applicable: Real person identity or authorized endorsement scenario is required (AI-generated portraits do not represent real individuals and cannot be used for identification, medical records or celebrity endorsements).
• Not applicable: Creations that require highly customized art styles (Human Generator has a single realistic style and cannot replace Midjourney's stylized renderings).
• Not applicable: Portraits that require dynamic movements or complex scenes (the current version is mainly static standing/half-length poses).
• Adopt with caution: Contract clauses where the client clearly requires that "portraits must come from real photography"; projects with extreme requirements on image metadata and copyright traceability (it is recommended to review the license terms in advance).
• Use with caution: For high-precision printing scenarios, it is necessary to confirm whether the upgraded 4096px image quality meets the requirements.

Summary and Outlook

The core value of Human Generator is to transform "portrait material acquisition" from search-based (gallery) and card-drawing (general AI) to parametric deterministic production. It eliminates the need for design teams to compromise on the following three issues: material cost (stock purchase), time cost (model shooting), and accuracy (random generation). Under the premise of clear commercial copyright, it provides a "portrait-as-a-service" infrastructure layer for UI design, advertising creativity, game development and content creation.

Current limitations: Limited body posture diversity, single style (purely realistic), no local deployment solution, API commercial price threshold is higher than general AI solutions, free version has strict commercial restrictions.

Follow-up observation points: The launch schedule of batch variant generation and animation functions in the official roadmap; richer gesture library and scene library coverage; whether to open local privatized deployment to meet enterprise data sovereignty requirements; the international applicability of commercial authorization (especially the compliance instructions under the GDPR and China’s personal protection law framework).

Procurement/Adoption Risk Assessment: ① Although the commercial copyright terms are clear, legal review is recommended - the license agreement distinguishes between "use within subscription" and "perpetual authorization", and has "substantial modification" requirements for derivative works. The authorization boundaries of different projects need to be confirmed on a case-by-case basis; ② Whether the diversity of portraits meets the long-term needs of the project - currently the parameters cover mainstream ethnic groups and ages, but the coverage of minority groups, non-binary gender expressions and special physical signs (such as wheelchair users) needs to be verified; ③ API Dependency risk - Commercial authorization continues with the API subscription. After canceling the subscription, you can only continue to use the downloaded materials for 3 days, which poses service continuity risks for online applications that require long-term maintenance; ④ For the reliability of the "realism" of AI portraits in enlargement/printing scenarios, it is recommended to pay first to download test samples for evaluation.

Related tools: midjourney, stable-diffusion

Version Info

• Human Generator official version ：Human Generator is officially launched, supporting full-body portrait generation, multi-dimensional parameter control, face replacement, clothing customization and other functions. It is free for non-commercial use. （~2026-07）
• Human Generator Beta ：Beta internal testing version, early user experience stage. There is no official precise date yet. （~2026-06）