REPOGEO REPORT · LITE

Picsart-AI-Research/Text2Video-Zero

Default branch main · commit fd76734e · scanned 5/18/2026, 11:47:54 AM

GitHub: 4,242 stars · 387 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE

33 /100

Critical

Category recall

0 / 2

Not recommended in any query

Rule findings

2 pass · 0 warn · 0 fail

Objective metadata checks

AI knows your name

2 / 3

Direct prompts that named your repo

HOW TO READ THIS REPORT

Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface Picsart-AI-Research/Text2Video-Zero, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.

Action plan — copy-paste fixes

3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION

highreadme#1

Reposition README opening to clarify research project and core differentiator

Why:

CURRENT

# Text2Video-Zero

This repository is the official implementation of Text2Video-Zero.

**Text2Video-Zero: Text-to-Image Diffusion Models are Zero-Shot Video Generators**

COPY-PASTE FIX

# Text2Video-Zero: Zero-Shot Video Generation from Text-to-Image Diffusion Models

This repository provides the official open-source implementation of our ICCV 2023 Oral paper, **Text2Video-Zero**, demonstrating how pre-trained text-to-image diffusion models can be adapted for zero-shot video generation and instruction-guided video editing without extensive video training data.

mediumtopics#2

Add more specific research and technical topics

Why:

CURRENT

video-editing, video-generation

COPY-PASTE FIX

video-editing, video-generation, diffusion-models, zero-shot, text-to-video, computer-vision, deep-learning, research-project, iccv-2023

lowlicense#3

Clarify the project's license in the README

Why:

COPY-PASTE FIX

## License

This project is released under [insert specific license name(s) from your LICENSE file, e.g., a custom research license or a combination of licenses]. Please refer to the [LICENSE file](LICENSE) for full details.

Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?

Same questions for every model — switch tabs to compare answers and rankings.

Recall

0 / 2

0% of queries surface Picsart-AI-Research/Text2Video-Zero

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

Pika Labs

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

Pika Labs · recommended 2×
RunwayML Gen-2 · recommended 1×
Meta Make-A-Video · recommended 1×
Google Imagen Video · recommended 1×
Synthesys Studio · recommended 1×

CATEGORY QUERY
How can I generate video clips from text descriptions without extensive training data?
you: not recommended
AI recommended (in order):
1. RunwayML Gen-2
2. Pika Labs
3. Meta Make-A-Video
4. Google Imagen Video
5. Synthesys Studio
6. DeepMotion (Animate 3D)
AI recommended 6 alternatives but never named Picsart-AI-Research/Text2Video-Zero. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Seeking an AI solution for instruction-guided video editing with temporal consistency.
you: not recommended
AI recommended (in order):
1. RunwayML Gen-1 / Gen-2
2. Pika Labs
3. Adobe Premiere Pro
4. DaVinci Resolve
5. Stable Diffusion
6. ControlNet
7. Midjourney
8. CapCut
AI recommended 8 alternatives but never named Picsart-AI-Research/Text2Video-Zero. This is the gap to close.
Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

Metadata completeness
pass
README presence
pass

Self-mention check

Does AI even know your repo exists when asked about it directly?

Compared to common alternatives in this category, what is the core differentiator of Picsart-AI-Research/Text2Video-Zero?
pass
AI did not name Picsart-AI-Research/Text2Video-Zero — likely talking about a different project
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts Picsart-AI-Research/Text2Video-Zero in production, what risks or prerequisites should they evaluate first?
pass
AI named Picsart-AI-Research/Text2Video-Zero explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
In one sentence, what problem does the repo Picsart-AI-Research/Text2Video-Zero solve, and who is the primary audience?
pass
AI named Picsart-AI-Research/Text2Video-Zero explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

Embed your GEO score

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MARKDOWN (README)

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Picsart-AI-Research/Text2Video-Zero — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

Deep reports10 / month
Brand-free category queries5 vs 2 in Lite
Prioritized action items8 vs 3 in Lite