Software Alternatives & Startups

Codility VS TokenCalculator.dev

Compare Codility VS TokenCalculator.dev and see what are their differences

Codility

Codility provides a SaaS platform with advanced validation, security and protection features to evaluate the skills of software engineers.

Rating
0 reviews
TokenCalculator.dev

Count LLM tokens and estimate API cost from text, PDF, DOCX, code, data files, and images with privacy-first browser-based processing.

Rating
0 reviews
Pricing
Open source Free Free trial
Note: These products don't have any matching categories. If you think this is a mistake, please edit the details of one of the products and suggest appropriate categories.

Which is more popular?

Based on our record, Codility seems to be more popular. It has been mentioned 2 times since March 2021.

social mentions
2 vs 0
Hiring And Recruitment popularity
100% vs 0%
alternatives listed
240+ vs 3

Base details

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

Codility
TokenCalculator.dev
Website codility.com tokencalculator.dev
Pricing
Open source Free Free trial Official pricing
Platforms
Web Browser
N8n REST API NPM Activepieces +1
Company — Startup from India · 1 - 9 employees · 2026
Listed in

About Codility and TokenCalculator.dev

In their own words, as submitted to SaaSHub.

Codility
TokenCalculator.dev

The Codility platform includes: CodeCheck - Design role-specific remote skills assessments to screen your technical candidates before moving them to the interview stage. CodeLive - Host technical remote or onsite interviews via our shared editor using a range of templates and whiteboards....

Read more about Codility

TokenCalculator.dev is a privacy-first, 100% browser-based LLM token counter and API cost estimator designed for AI engineers, developers, and product teams. Unlike conventional text-only calculators that require uploading sensitive prompts to third-party servers, TokenCalculator.dev processes...

Read more about TokenCalculator.dev

Features and specs

What each product offers, as listed by its team.

Codility 7 features
TokenCalculator.dev 5 features
  • Automated Assessment
    Codility provides automated coding assessments that save time for both recruiters and candidates by quickly identifying technical abilities.
  • Standardized Testing
    Codility offers standardized tests, ensuring evaluations are consistent and unbiased across all candidates.
  • Diverse Question Bank
    The platform has a large repository of coding problems that cover a wide range of topics and difficulty levels, catering to various roles and expertise levels.
  • Real-Time Code Execution
    Codility allows for real-time code execution and validation, enabling candidates to see the results of their code immediately.
  • Customizable Tests
    Recruiters can create custom tests tailored to the specific needs of their company or position, making the assessments more relevant.
  • Detailed Reports
    Codility provides detailed reports and analytics on candidate performance, helping hiring managers to make data-driven decisions.
  • Integration Capabilities
    The platform integrates with various Applicant Tracking Systems (ATS) and other HR tools, streamlining the recruiting process.

Possible disadvantages

  • Cost
    Codility can be relatively expensive, especially for small companies or startups with limited recruitment budgets.
  • Learning Curve
    There might be a learning curve for both recruiters and candidates to get accustomed to the platform and its features.
  • Language Limitations
    While Codility supports multiple programming languages, some niche or less commonly used languages may not be available.
  • Potential Stress for Candidates
    Automated assessments can induce stress for candidates, which might not accurately reflect their true abilities in a real-world setting.
  • Internet Connection Dependency
    A stable internet connection is required to complete assessments, which can be a limitation in areas with unreliable internet access.
  • Limited Collaboration Features
    Codility's focus on individual assessments means it has limited support for evaluating collaborative or team-based coding skills.
  • Algorithm Focus
    The platform often emphasizes algorithmic problem-solving, which may not fully represent the day-to-day coding skills required for certain positions.
  • 100% Client-Side Privacy
    Calculates tokens and costs entirely in the browser with zero server uploads or prompt logging.
  • Multi-Modal Vision Token Estimation
    Measures image tokens for PNG, JPEG, WebP, and GIF using official tile, patch, and media rules.
  • Document & Code Ingestion
    Extracts text and counts tokens from local PDF, DOCX, and codebase files across 20+ languages up to 12 MB.
  • Multi-Model Cost Comparison
    Live context-window fit and API cost estimation across OpenAI, Claude, Gemini, and DeepSeek.
  • Exact BPE Tokenization
    Uses local o200k_base BPE tokenization alongside deterministic provider-calibrated projections.

Videos

Walkthroughs and reviews on video.

Codility 1 video + Add
TokenCalculator.dev 0 videos + Add

An Introduction to Codility: The Tech Hiring Platform for Engineering Teams

No TokenCalculator.dev 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
Codility
TokenCalculator.dev
100% 100%
0% 0%
0% 0%
100% 100%
0% 0%
AI
100% 100%

Questions & Answers

As answered by people managing Codility and TokenCalculator.dev.

What makes your product unique?

TokenCalculator.dev's answer:

TokenCalculator.dev is a 100% browser-based, privacy-first token counter and API cost estimator that handles multimodal payloads without sending data to a server. Unlike conventional text-only counters, it processes pasted text, local documents (PDF, DOCX, and code in 20+ languages up to 12 MB), and image files (PNG, JPEG, WebP, GIF) entirely on the client side across OpenAI, Claude, Gemini, and DeepSeek.

Why should a person choose your product over its competitors?

TokenCalculator.dev's answer:

Most token counters either require pasting text into third-party cloud servers or only support basic text inputs for a single provider. TokenCalculator.dev guarantees zero prompt or document retention, supports direct document parsing (PDF/Word/code) and visual tile/patch token calculations, and lets you compare live input costs and context-window fits across four major frontier providers simultaneously.

How would you describe the primary audience of your product?

TokenCalculator.dev's answer:

AI engineers, software developers, technical product managers, and researchers who build LLM-powered applications, design RAG pipelines, or manage API token budgets and context window limits.

What's the story behind your product?

TokenCalculator.dev's answer:

Developers frequently face unexpected API costs, context overflow errors, and privacy concerns when testing prompts and document payloads with online token tools. TokenCalculator.dev was created to provide a fast, transparent, and completely offline-capable developer utility that reliably measures realistic production payloads—including codebases, documents, and images—without compromising sensitive data.

Which are the primary technologies used for building your product?

TokenCalculator.dev's answer:

Built with modern web technologies using TypeScript and WebAssembly/JavaScript for client-side BPE tokenization (o200k_base), browser-native text extraction parsers for PDF and DOCX, client-side Canvas APIs for image dimension inspection, and integrated model pricing metadata.

Who are some of the biggest customers of your product?

TokenCalculator.dev's answer:

Independent AI Engineers & Full-Stack Developers RAG & Agentic Workflow Builders Open-Source Software Contributors Tech Startups budgeting multi-model API deployments

User comments

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Reviews and articles

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

Codility no reviews yet
TokenCalculator.dev no reviews yet
  • Examining Top 22 Alternatives to LeetCode
    www.inven.ai · Jun 2024

    Codility is a platform that helps companies assess the coding skills of developers. They offer a range of online coding tests and assessments that enable employers to evaluate candidates' technical abilities.

We have no reviews of TokenCalculator.dev yet. Be the first one to post

Social recommendations and mentions

Recommendations tracked on public social media and blogs since March 2021.

Codility 2 mentions
TokenCalculator.dev 0 mentions
  • How to Hire Mobile App Developers
    - Technical skills: have they got the walk to match the talk? Programming languages on a resume mean little if candidates are unable to demonstrate their hard coding skills. You can test these skills with technical skill tests, such as... - Source: dev.to / over 2 years ago
  • Best Websites Every Programmer Should Visit
    Codility : Verify and improve coding skills. - Source: dev.to / over 5 years ago

Tracking TokenCalculator.dev since Sep 2026.

Alternatives to Codility and TokenCalculator.dev

When comparing Codility and TokenCalculator.dev, you can also consider the following products.