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GPT Image 2 workflow guide

Academic Diagrams with GPT Image 2

Refine research framework diagrams, correct text inside images, improve arrows and module layout, and turn dense ideas into clearer visual structures.

Researchers, graduate students, proposal writers, and report authors.

AI diagram editor
research framework diagram
edit text in image
academic diagram generator
Academic Diagrams GPT Image 2 example

Common tasks

Replace a wrong term in a diagram

Improve framework layout for a proposal

Make arrows, modules, and labels more balanced

Create a structured visual from a dense research outline

Recommended workflow

1

Use small edits first

For text corrections, ask for one or two wording changes at a time.

2

Name the structure

Tell the model whether the diagram is a framework, loop, flow, matrix, or layered model.

3

Separate layout from wording

Fix wording first, then ask for layout, arrow, or spacing improvements.

4

Keep the academic style restrained

Use clean lines, balanced modules, and readable labels instead of decorative effects.

Example outputs

Scene-based outputs and prompt pattern

These examples are organized by reusable workflow patterns, focusing on scene structure, constraints, and output direction.

Edit diagram text and structure with strict preservation

Edit the uploaded academic diagram with strict preservation. Apply only the requested wording, label, arrow, spacing, or module changes. Keep all other text, colors, icons, layout relationships, and academic visual style unchanged. For new diagrams, create a clear research framework with restrained colors, balanced modules, readable labels, and explicit logical relationships.

Replace the subject first

Swap in your product, space, topic, or UI function while keeping the workflow structure.

Lock the constraints

State which shapes, text, ratios, materials, or spatial structures must stay stable.

Generate variants last

Run 2-4 directions from the same pattern, then refine the most stable result.

Research framework from brief

Create a national social science research framework diagram that connects five digital Chinese construction areas with five cultural communication outcomes through a multimodal metadiscourse system.

Strong for turning dense research briefs into visual structure.

Open generator

Layered research model

Create a layered academic model with theory, data, method, application, and evaluation modules in a restrained scholarly style.

Useful when the page needs a clear conceptual hierarchy.

Open generator

Arrow and module relationship cleanup

Refine arrows, icons, dashed boxes, and module spacing in the uploaded diagram while keeping the academic tone and existing wording.

Helpful when the content is right but the logic feels visually noisy.

Open generator

Method matrix diagram

Create a scholarly method matrix comparing research questions, corpus building, model training, evaluation, and application outcomes.

Good for pages that need comparison rather than a flow.

Open generator

Prompt templates

Prompt templates you can adapt

Try a template

Term correction

Change the phrase in the diagram from “capability enhancement” to “capability upgrade”. Keep the original layout, colors, arrows, and all other text unchanged.

Best for precision text edits inside existing diagrams.

Research framework

Create a research framework diagram with four modules: introduction, theoretical construction, application, and conclusion. Use clear arrows to show feedback loops and keep the style suitable for an academic proposal.

Use for grant proposals and research project visuals.

Balanced arrow layout

Adjust the three boxes inside the circle so they are evenly spaced at 120 degrees, with equal arrow lengths and larger readable labels.

Useful when the content is correct but the layout feels uneven.

Common pitfalls

  • Long text blocks inside diagrams are hard to preserve perfectly.
  • Do not ask for wording and layout overhaul in one prompt if precision matters.
  • For Chinese labels, keep edits short and verify the result carefully.

Start testing this workflow in GPT Image 2

Pick the template closest to your task, open the generator, and change the subject and use case first before adjusting style, ratio, and details.

Want a broader library of adaptable prompts? Browse the prompt library