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LLMrefs VS Mancoding

Compare LLMrefs VS Mancoding and see what are their differences

LLMrefs

AI SEO Search Visibility & AI Rank Tracking Platform for LLM Search Engines like ChatGPT - GEO/AEO/LLMO

Rating
0 reviews
Pricing
Freemium Free trial $79 / Monthly
Alternatives Is it good?
Mancoding

AI digital artwork generator

No screenshot yet
Rating
0 reviews
Alternatives Is it good?
Usejarvis
Turn business tasks into reusable workflows with company context, AI judgement and human approvals. sponsored

Which is more popular?

SEO Tools popularity
100% vs 0%
alternatives listed
240+ vs 2

Base details

Website, pricing, platforms and company facts side by side.

LLMrefs
Mancoding
Website llmrefs.com mancoding.com
Pricing
Freemium Free trial $79 / Monthly Official pricing
—
Company Startup from the United Kingdom · 1 - 9 employees · 2025 —
Listed in
SEO Tools SEO AI Reputation Management +1
Photos & Graphics Art AI Art Generator AI +1

About LLMrefs and Mancoding

In their own words, as submitted to SaaSHub.

LLMrefs
Mancoding

LLMrefs is an AI search analytics platform that tracks brand visibility across generative AI search engines. It shows whether AI assistants like ChatGPT, Perplexity, and Gemini mention your brand when users ask questions about your industry. Supported AI Search Engines LLMrefs monitors 11...

Read more about LLMrefs

The Mancoding art generator uses the latest AI methods to create unique images that are based on your ideas.

Read more about Mancoding

Features and specs

What each product offers, as listed by its team.

LLMrefs 3 features
Mancoding 5 features
  • AI SEO tracking
    Track Share of Voice and Position metrics to see how you rank against competitors.
  • AEO brand visibility
    Monitor how 11 AI search engines respond to your keywords and whether your brand gets cited.
  • GEO data for marketing teams
    View which URLs AI assistants use as sources when they mention your brand.
  • Custom Software Development
    Mancoding offers tailored software development services, building custom solutions designed to meet specific business needs rather than relying on one-size-fits-all products.
  • Web and Mobile Development Expertise
    The company provides both web and mobile application development, allowing clients to address multiple platform needs through a single service provider.
  • Modern Technology Stack
    Mancoding appears to work with modern technologies and frameworks, which can result in more performant, scalable, and maintainable software solutions for clients.
  • End-to-End Service Offering
    They offer a range of services from design to development to deployment, providing a comprehensive approach that simplifies project management for clients.
  • Small Team Flexibility
    As a smaller development company, Mancoding can potentially offer more personalized attention, direct communication, and flexibility in adapting to client requirements compared to larger agencies.

Possible disadvantages

  • Limited Public Portfolio
    The company has a relatively limited publicly visible portfolio, making it harder for potential clients to evaluate the breadth and quality of their previous work before engaging.
  • Smaller Scale Operation
    Being a smaller company, Mancoding may have limited capacity to handle very large-scale enterprise projects or multiple simultaneous large engagements.
  • Limited Online Reviews
    There is a scarcity of third-party reviews and testimonials available online, which makes it difficult for potential clients to independently verify the quality of their services.
  • Brand Recognition
    Mancoding lacks the brand recognition of more established development agencies, which may cause hesitation for larger companies or those seeking well-known partners.
  • Geographic Limitations
    Depending on the client's location and preferences, working with Mancoding may involve time zone differences or remote collaboration challenges that could affect communication and project timelines.

Analysis

An editorial look at what each product does well and who it suits.

LLMrefs
Mancoding

Overall verdict

  • LLMrefs is a solid, purpose-built tool for tracking how your brand and content appear across AI-powered search and large language models, making it a useful choice for teams focused on the emerging field of generative engine optimization (GEO).

Why this product is good

  • Specializes in monitoring brand visibility and citations across AI platforms like ChatGPT, Perplexity, and Google's AI features
  • Helps businesses adapt their SEO strategy to the shift toward AI-driven search and answer engines
  • Provides insights into which prompts and queries surface your brand, aiding content optimization
  • Addresses a growing need as more users rely on LLMs instead of traditional search engines

Recommended for

  • Marketing teams and SEO professionals wanting to track brand presence in AI search results
  • Businesses investing in generative engine optimization (GEO) strategies
  • Content creators aiming to understand how LLMs cite and reference their material
  • Agencies managing multiple clients' visibility across AI platforms

Overall verdict

  • I don't have verified, up-to-date information about a service or product at 'mancoding.com,' so I can't confirm its legitimacy, quality, or reputation. I'd recommend doing independent research before forming an opinion or making any commitment.

Why this product is good

  • I have no reliable data on this specific domain's offerings, reviews, or business practices.
  • The name suggests it could be related to coding education or tech services, but this is speculative.
  • Unverified websites can carry risks including scams, low-quality service, or lack of legitimate business registration.
  • Any legitimate assessment would require checking reviews, business registration, website security, and user testimonials.

Recommended for

  • Anyone considering this site should first verify its legitimacy through independent research such as checking domain registration age, reading third-party reviews, and looking for verifiable contact information.
  • Not recommended to proceed without due diligence, as I cannot vouch for its safety, quality, or trustworthiness.

Videos

Walkthroughs and reviews on video.

LLMrefs 1 video + Add
Mancoding 0 videos + Add

LLMrefs - AI SEO Keyword Rank Tracker for LLM Search Engines

No Mancoding videos yet. You could help us improve this page by suggesting one.

Category popularity

How often each product is chosen within a category, 0–100% relative to the other.

Score bands 0–20 21–40 41–50 51–60 61–100
LLMrefs
Mancoding
100% 100%
SEO Tools
0% 0%
0% 0%
AI Art Generator
100% 100%
100% 100%
Generative Engine Optimization (GEO)
0% 0%
97% 97%
AI
3% 3%

Questions & Answers

As answered by people managing LLMrefs and Mancoding.

Why should a person choose your product over its competitors?

LLMrefs's answer

  1. Track keywords, not prompts Most AI SEO tools make you manage individual prompts. LLMrefs lets you add keywords and automatically generates prompt variations based on real conversations users have with AI chatbots. This saves time and produces more realistic results.

  2. Statistical significance, not magic numbers Many competitors show vague "visibility scores" that are hard to interpret. LLMrefs uses transparent metrics like Share of Voice and Position. Results are aggregated and weighted across every prompt variation to ensure statistical significance.

  3. Affordable with no hidden fees LLMrefs Pro is $79 per month and includes all 11 AI search engines. Competitors often charge extra per engine or have tiered pricing that gets expensive quickly.

  4. Agency-friendly from day one One subscription covers unlimited projects and unlimited team members. Agencies do not need to buy separate accounts for each client.

  5. Data quality focus LLMrefs emphasizes being the only platform that takes data quality seriously. They continuously check prompts and only report results when they have enough data to be statistically significant.

  6. Comprehensive engine coverage Eleven AI search engines tracked in one dashboard. You do not need separate tools for ChatGPT, Perplexity, Google AI Overviews, and others.

User comments

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Reviews and articles

External articles and on-site reviews we used to compare the two products.

LLMrefs no reviews yet
Mancoding no reviews yet

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