Models Model details

Sourceful

Sourceful: Riverflow V2.5 Pro

sourceful/riverflow-v2.5-pro

Riverflow V2.5 Pro is the most powerful variant of Sourceful's Riverflow 2.5 lineup, best for top-tier control and quality-sensitive outputs. The Riverflow 2.5 series is a unified text-to-image and image-to-image family that treats generation as a production workflow, using an integrated reasoning model to plan multi-step edits and judge candidates before accepting a result. Riverflow 2.5 combines their reasoning with a mix of closed and open image diffusion models to provide greater accuracy and steerability.Reasoning effort is controllable via the reasoning parameter (low/medium/high/xhigh) - higher levels do more editing passes and apply a stricter internal judge, with xhigh suited to batch runs that need high repeatability. It generates at 1K, 2K, and 4K resolution and accepts up to 10 input images for editing. Pricing is dynamic: cost is finalized per job at completion based on billable processing, so it scales with reasoning effort, resolution, and editing complexity rather than a fixed per-image rate. Additional features (via image_config): - Custom font rendering via font_inputs (max 2) to match brand lettering, spacing, and weight - Custom scoring via scoring_prompt and scoring_rubric, so the reasoning model evaluates and steers each candidate against the criteria you care about - Background control via background_mode (original, transparent, solid) and background_hex_color See the image generation docs for details: Note: Sourceful imposes a 4.5MB request size limit, therefore it is highly recommended to pass image URLs instead of Base64 data.

Input
$0

/ 1M tokens · Token reference

Output
$0

/ 1M tokens · Token reference

Context window
32.77K

tokens

Image output · Token reference fields do not establish an output-unit price.

Limits

Context

32,768

tokens

Max output

29,491

90% of the context window

Model facts

Author

Sourceful

Tokenizer

Other

Modality

Text + Image -> Image

Created

Jun 4, 2026

Reasoning

RequiredDefault MediumXhighHighMediumLow

Publication status

Hugging Face: not mappedLicense: not publishedParameter count: not published

Modalities

Input · TextInput · ImageOutput · Image

Generation controls

Include reasoningReasoningReasoning effort

Creative tasks

Category performance

graphicdesign
Top 10%

1410 Elo

74.3% win

image
Top 10%

1362 Elo

68.1% win

imageediting
Top 13%

1302 Elo

60.8% win