RRepoGEO

REPOGEO REPORT · LITE

SalesforceAIResearch/promptomatix

Default branch main · commit d390ef04 · scanned 6/4/2026, 3:51:34 PM

GitHub: 958 stars · 100 forks

AI VISIBILITY SCORE
35 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 warn · 0 fail
Objective metadata checks
AI knows your name
3 / 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 SalesforceAIResearch/promptomatix, 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

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

OVERALL DIRECTION
  • highreadme#1
    Refine the README's opening sentence for stronger positioning

    Why:

    CURRENT
    Promptomatix is an AI-driven framework designed to automate and optimize large language model (LLM) prompts.
    COPY-PASTE FIX
    Promptomatix is a **code-first, open-source framework** designed to **systematically automate and optimize** large language model (LLM) prompts, ensuring reproducible and high-quality outputs.
  • mediumhomepage#2
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://arxiv.org/abs/2507.14241

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 SalesforceAIResearch/promptomatix
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
PromptPerfect
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. PromptPerfect · recommended 2×
  2. LangChain · recommended 2×
  3. OpenAI Evals · recommended 2×
  4. Humanloop · recommended 2×
  5. Guardrails AI · recommended 2×
  • CATEGORY QUERY
    How can I automatically refine and optimize large language model prompts for better performance?
    you: not recommended
    AI recommended (in order):
    1. PromptPerfect
    2. Weights & Biases (W&B) Prompts
    3. LangChain
    4. OpenAI Evals
    5. Humanloop
    6. Guardrails AI
    7. OpenAI API
    8. Anthropic API
    9. Google Gemini API

    AI recommended 9 alternatives but never named SalesforceAIResearch/promptomatix. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help automate prompt engineering to reduce manual effort and improve LLM output quality?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Weights & Biases Prompts
    4. OpenAI Evals
    5. Humanloop
    6. PromptPerfect
    7. Guardrails AI

    AI recommended 7 alternatives but never named SalesforceAIResearch/promptomatix. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    warn

    Suggestion:

  • 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 SalesforceAIResearch/promptomatix?
    pass
    AI named SalesforceAIResearch/promptomatix explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts SalesforceAIResearch/promptomatix in production, what risks or prerequisites should they evaluate first?
    pass
    AI named SalesforceAIResearch/promptomatix 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 SalesforceAIResearch/promptomatix solve, and who is the primary audience?
    pass
    AI named SalesforceAIResearch/promptomatix explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite