Software Alternatives, Accelerators & Startups

CodeMap4AI VS Split Fee

Compare CodeMap4AI VS Split Fee and see what are their differences

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CodeMap4AI logo CodeMap4AI

AI tools guess less when they see the full picture. CodeMap4AI builds a structured map of your codebase. Try it free.

Split Fee logo Split Fee

Split Fee connects UK recruitment agencies to collaborate on permanent placements. Share candidates and vacancies, match automatically, and split the fee.
  • CodeMap4AI
    Image date //
    2025-06-06
  • CodeMap4AI
    Image date //
    2025-06-06
  • CodeMap4AI
    Image date //
    2025-06-06

CodeMap4AI helps AI understand your entire codebase by generating a structured map of your project. It minimizes hallucinations, improves code suggestions, and boosts productivityโ€”especially when using ChatGPT, Claude, or other AI assistants outside your IDE.

  • Split Fee Login screen
    Login screen //
    2026-03-16
  • Split Fee Dashboard page
    Dashboard page //
    2026-03-16

Split Fee is a platform for UK recruitment agencies to collaborate on permanent placements.

Every agency has candidates they can't place and vacancies they can't fill. Another agency almost certainly has what you need โ€” but finding them, trusting them, and making the collaboration work has always been the hard part.

Split Fee solves this. Post your candidates and vacancies to the platform. Our matching algorithm finds opportunities across every agency on the network โ€” by skills, location, salary, and seniority. Candidate and client data stays anonymised until both sides agree to work together. When a placement is made, we handle the fee split and invoicing automatically.

No more posting in social media groups and hoping someone replies. No more sharing candidate details with strangers on trust alone. No more chasing invoices from agencies you barely know.

45% for you. 45% for them. 10% platform fee โ€” only when a placement is made.

Half of a placement fee is infinitely better than none of it.

CodeMap4AI

$ Details
freemium $5.0 / Monthly
Release Date
2025 May

Split Fee

$ Details
freemium ยฃ97.0 / Monthly
Release Date
2026 March
Startup details
Country
United Kingdom
Founder(s)
Abbie Taylor
Employees
1 - 9

CodeMap4AI features and specs

  • Automatic Code Map Generation
    Creates a code_map.json that maps your projectโ€™s structure, files, routes, and dependencies. Supports PHP, JavaScript, HTML, CSS, SQL, and more.
  • Provides Context for AI
    Supplies ChatGPT, Claude, or other AI assistants with full project context. Helps eliminate hallucinations where AI invents fake functions or parameters.
  • Understands Files, Functions & Classes
    Parses and documents functions, classes, variables, routes, and database interactions.
  • Command-Line Tool (CLI)
    Use the codemap CLI to generate or update your project map locally.
  • IDE-Independent
    Doesnโ€™t require plugins or editor integration โ€” works in any environment, including outside your IDE.
  • Real-World Use Cases
    Perfect for refactoring, bug fixing, or feature building with AI help. Great for onboarding into legacy or complex codebases.
  • Shareable & AI-Ready
    The generated JSON map is clean, portable, and easily shareable with team members or AI prompts.
  • Privacy-Friendly
    Everything runs locally โ€” no need to upload your full codebase anywhere.
  • Useful for Humans, Too
    Developers can quickly understand unfamiliar or legacy projects without digging through every file.
  • Simple Pricing
    7-day free trial. $5/month subscription โ€” cancel anytime.

Split Fee features and specs

No features have been listed yet.

Analysis of CodeMap4AI

Overall verdict

  • I don't have verified information about CodeMap4AI (codemap4ai.com) since I don't have specific data on this product in my training and cannot browse the internet to check its current status, features, or reputation. I'd recommend researching directly before forming an opinion.

Why this product is good

  • I do not have reliable or verified information about this specific product to assess its quality
  • I cannot browse the internet in real-time to check the current website, reviews, or user feedback
  • Making claims about an unfamiliar product could provide inaccurate or misleading information
  • The domain name suggests it may be a code mapping or visualization tool for AI-assisted development, but I cannot confirm its actual features or effectiveness

Recommended for

  • Anyone considering this product should check official reviews, user testimonials, and independent comparisons before deciding
  • Users should visit the website directly to evaluate features, pricing, and documentation
  • Consider reaching out to existing users or checking developer communities like Reddit, Hacker News, or GitHub for firsthand experiences
  • Try any available free trial or demo to assess if it fits your specific coding or AI workflow needs

Analysis of Split Fee

Overall verdict

  • Split Fee (split-fee.com) appears to be a niche referral/fee-splitting platform aimed at connecting professionalsโ€”likely in real estate, legal, or brokerage-type industriesโ€”to share commissions on referred deals. Without independent reviews or verified track record widely available, it should be approached with due diligence, but the concept itself addresses a real market need for structured referral partnerships.

Why this product is good

  • Provides a structured framework for professionals to formally split fees or commissions on referred business
  • Can help expand referral networks beyond one's immediate contacts or region
  • May reduce disputes over referral agreements by formalizing terms upfront
  • Potentially useful for professionals who receive occasional out-of-market or out-of-expertise leads they want to monetize

Recommended for

  • Real estate agents or brokers looking to refer out-of-area clients
  • Legal or financial professionals wanting to formalize referral fee arrangements
  • Freelancers or consultants who want to monetize leads outside their expertise
  • Small firms seeking to expand reach through partner referral networks

CodeMap4AI videos

How to make code map with CodeMap4AI

Split Fee videos

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

Add video

Category Popularity

0-100% (relative to CodeMap4AI and Split Fee)
Vibe Coding
100 100%
0% 0
SaaS
0 0%
100% 100
AI
100 100%
0% 0
Data-Driven Recruiting
0 0%
100% 100

Questions & Answers

As answered by people managing CodeMap4AI and Split Fee.

What makes your product unique?

CodeMap4AI's answer

CodeMap4AI creates a lightweight, structured JSON map of your entire project that can be instantly understood by AI assistants like ChatGPT. Unlike most AI tooling, it works independently of your IDE, and itโ€™s purpose-built to reduce AI hallucinations and improve the accuracy of code-related prompts.

Split Fee's answer:

Split Fee is the first purpose-built platform for split fee recruitment in the UK. Instead of relying on LinkedIn groups, WhatsApp messages, and manual agreements, agencies upload their candidates and vacancies and the platform automatically matches them across agencies.

Candidate identities are revealed gradually; anonymised at first, then progressively disclosed as both sides accept, so agencies can collaborate without the risk of circumvention.

Why should a person choose your product over its competitors?

CodeMap4AI's answer

Because it provides clean, AI-ready context without requiring IDE integration or sending code to external servers. Itโ€™s fast, private, and works well in any setup โ€” from local terminals to AI chat interfaces. Itโ€™s also helpful for humans, offering a high-level view of any codebase in seconds.

Split Fee's answer:

Most "split fee networks" are just directories or social groups where agencies post and hope someone responds. Split Fee is an actual matching engine. It scores candidate-vacancy pairs, handles the legal agreements (non-circumvention, self-billing), automates invoicing and fee splits, and manages the entire placement lifecycle from match to payment. Everything that normally requires trust, phone calls, and spreadsheets is handled by the platform.

How would you describe the primary audience of your product?

CodeMap4AI's answer

Developers who use AI tools (like ChatGPT, Claude, or Copilot) to write, refactor, or understand code โ€” especially those working on large, unfamiliar, or legacy projects. Also ideal for freelancers, indie developers, and teams onboarding new engineers.

Split Fee's answer:

UK recruitment agencies; from boutique firms with a handful of consultants to mid-sized agencies with specialist sector coverage. Any agency that has either strong candidates without the right vacancies, or client vacancies they can't fill from their own candidate pool. Split Fee turns those dormant assets into placements.

What's the story behind your product?

CodeMap4AI's answer

CodeMap4AI started as a personal tool to stop ChatGPT from hallucinating when working on real-world PHP/JS projects. The creator realized that by giving the AI a clear map of all files, classes, and DB logic, its answers became dramatically better โ€” so the tool was refined and released for public use.

Split Fee's answer:

Abbie, our founder, knew that although split fee arrangements have existed in recruitment for decades, the process has always been manual: find a partner agency, negotiate terms, trust them with your candidate data, chase invoices. Most agencies avoid it because the overhead and risk outweigh the reward. Abbie built Split Fee to remove that friction entirely, with automated matching, progressive identity disclosure, built-in legal agreements, and automated billing, making split placements as straightforward as direct ones.

Which are the primary technologies used for building your product?

CodeMap4AI's answer

  • PHP (core project scanner)
  • JavaScript (for frontend and helper utilities)
  • Bash / CLI scripting (for automation)
  • JSON (for structured output)
  • Apache

Split Fee's answer:

A next-generation serverless platform, built for AWS.

Who are some of the biggest customers of your product?

CodeMap4AI's answer

As of now, CodeMap4AI is growing and used mostly by indie developers, freelancers, and small teams. Named enterprise customers are not publicly listed, but early adopters include: - Freelance web developers - AI engineers building full-stack apps - PHP legacy code maintainers - Small software agencies

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What are some alternatives?

When comparing CodeMap4AI and Split Fee, you can also consider the following products

Sourcegraph - Sourcegraph is a free, self-hosted code search and intelligence server that helps developers find, review, understand, and debug code. Use it with any Git code host for teams from 1 to 10,000+.

Unbench - Beyond recruitment, Unbench became a dynamic matchmaking platform, efficiently connecting companies with top specialists.

ConstellationDev - Codebase Understanding for AI Coding Agents

Continue.dev - Continue is the leading open-source AI code assistant. You can connect any models and any context to build custom autocomplete and chat experiences inside VS Code and JetBrains.

ArchGen - Turn plain text system descriptions into clean, editable architecture diagrams.

smol developer - your personal junior developer