Phind

  • What it is:Phind is an AI-powered search engine designed for developers that provides direct answers, tailored explanations, and sample code using generative AI and large language models.
  • Best for:Software developers and engineers, Computer science students and learners, Technical teams building applications
  • Pricing:Free tier available, paid plans from $20/month (billed monthly) or $17/month (billed yearly)
  • Rating:78/100Good
  • Expert's conclusion:If you are a developer who requires code-focused AI search at a low cost, then Phind would be the best solution for you. Evaluate if your organization will require additional support for business usage.
Reviewed byMaxim Manylov·Web3 Engineer & Serial Founder

What Is Phind and What Does It Do?

Phind is an answer engine and search engine for developers that utilize artificial intelligence (AI) to provide rapid solution-based searching for programming-related issues. As a result, developers can improve their productivity through utilizing free and paid versions of this service.

Active
📍San Francisco, CA
📅Founded 2022
🏢Private
TARGET SEGMENTS
DevelopersSoftware EngineersProgrammers

What Are Phind's Key Business Metrics?

📊
1.0M+
Monthly Website Visitors
📊
$11M+
Total Funding Raised
92% HumanEval
Phind-405B Score
📊
80+ tokens per second
Phind-70B Speed
📊
$10.4M (Dec 2025)
Series A Funding
Rating by Platforms
4.5/ 5

How Credible and Trustworthy Is Phind?

78/100
Good

In addition to being an innovative product offering with significant funding from the venture capital community, Phind has also demonstrated impressive technology capabilities in terms of its proprietary AI models and ability to fine-tune them for specific programming applications.

Product Maturity75/100
Company Stability80/100
Security & Compliance70/100
User Reviews75/100
Transparency80/100
Support Quality75/100
Y Combinator S22 batchBacked by Bessemer Venture Partners and leading VCs$11M+ total funding from reputable sourcesProprietary models outperform major competitors on benchmarks1M+ monthly website visitors

What is the history of Phind and its key milestones?

2022

Company Founded

Phind was co-founded by Michael Royzen who created the first version of Phind as an AI search engine for developers and became part of the Summer 2022 class at Y Combinator.

2022

Pre-Seed Funding

Phind raised $500K from A Capital Ventures and Y Combinator to develop its AI search engine capabilities.

2024

Phind-70B Model Launch

The initial release of Phind was Phind-70B which achieved a HumanEval score of 82.3% with speeds of over 80+ tokens per second. It was found that Phind-70B performed better than GPT-4 Turbo on most benchmarks.

2024

Phind-405B Release

In the summer of 2023, Phind released its new flagship model, the Phind-405B, which was developed using Llama 3.1 405B. The Phind-405B was found to have achieved a HumanEval score of 92% and had a token input capacity of 128K.

2025

Series A Funding

As a result of raising $10.4M in a Series A round, led by Bessemer Venture Partners, with support from SV Angel and Y Combinator, Phind expanded the capabilities of the platform by adding additional members to the team and increasing the functionality of the product offerings.

What Are the Key Features of Phind?

Proprietary AI Models
As of today, Phind offers two models specifically fine-tuned for coding applications, the Phind-405B (which achieved a HumanEval score of 92%) and the Phind-70B (which achieved an 82.3% HumanEval score). Both models were shown to perform better than GPT-4 on several benchmarks.
Fast Inference Speed
Both models are capable of processing large amounts of code at high speeds, with the Phind-70B capable of processing 80+ tokens per second and the Phind Instant capable of processing 350+ tokens per second. This allows for instant answers to code related questions while minimizing the time required to leave the platform to test code samples.
Multi-Model Access
Pro users can access an unlimited amount of searches utilizing the Phind-405B and Phind-70B models, as well as utilize a limited number of searches utilizing the GPT-4o, Claude 3.5 Sonnet, and Claude Opus models on a daily basis.
Code Execution & Testing
One feature that differentiates Phind from other platforms is the ability to execute and test code directly within the browser. Developers can test code solutions generated using the platform without having to leave the application.
Multi-Query Search Mode
Another capability of Phind is the ability to analyze and process complex questions that require multiple searches across a variety of topics and technologies. This improves the ability to understand complex relationships and context associated with coding problems.
Image & File Analysis
Lastly, Phind utilizes GPT-4 to enable users to analyze and process images, PDFs, and CSVs, in addition to providing a single point of access for technical documentation review and data analysis.
💬
Wide Language Support
Perplexity supports 7+ programming languages including Python, JavaScript, Java, C++, TypeScript, React and many others.
Data Privacy Options
In the pro version you can opt-out of your data being used for a model’s training – The Business Plan includes an opt-out from using your data for model training.

What Technology Stack and Infrastructure Does Phind Use?

Infrastructure

NVIDIA H100 GPU clusters for model training and inference, multi-region deployment with predictive web result fetching.

Technologies

Meta Llama 3.1PyTorchNVIDIA H100 GPUsTensorRT-LLMFP8 QuantizationDeepSpeed

Integrations

Web browserVS Code extensionAPI accessDiscord community

AI/ML Capabilities

Proprietary Phind-405B and Phind-70B models built on Meta Llama architecture, fine-tuned with 70B+ tokens of high-quality coding data, achieving 92% HumanEval performance with advanced techniques including FP8 training, flash decoding, and CUDA kernel optimization.

Based on official documentation, technical blog posts, and product announcements; some architectural details inferred from public research papers and engineering disclosures.

What Are the Best Use Cases for Phind?

Full-Stack Web Developers
Allows for quicker finding of solutions for front-end frameworks (React/Vue), and back-end technologies, which will speed up your development cycle, and reduce your time spent searching for answers on Stack Overflow.
Data Scientists & ML Engineers
Provides accurate code examples for use with python libraries (NumPy/Pandas/PyTorch), and provides explanations of how to implement machine learning concepts/algorithms.
DevOps & Cloud Engineers
Allows for quicker finding of IaC (Infrastructure As Code) solutions, deployment strategies, and configurations for Cloud Platform services (AWS/GCP/Azure).
Embedded Systems Developers
Provides special answers for C/C++ and Micro-controller programming, as well as for hardware specific coding problems, along with advice for performance optimizations.
Junior Developers & Bootcamp Graduates
Offers best practice examples, and contextual explanations of the code solutions it offers, allowing it to serve as a programming tutor in addition to its search functionality.
Open-Source Contributors
Offers AI assisted code analysis to help quickly understand unfamiliar codebases, resolve contribution issues, and follow project specific coding standards.
NOT FORReal-Time Trading Operations
Not Applicable - Requires less than 100 milliseconds (sub 100 ms) to make algorithmic trading decisions, which is beyond current AI model inference capabilities.
NOT FORPrivacy-Critical Government/Military Development
Not Applicable - No formal ATO (Authority to Operate) or Compliance Certifications are listed for classified environments.
NOT FORCopyrighted Code Detection Tasks
Not Recommended - Designed for Solution Discovery, as opposed to Code Forensics, it could generate similar patterns, without verifying the source of the pattern.

How Much Does Phind Cost and What Plans Are Available?

Pricing information with service tiers, costs, and details
Service$CostDetails🔗Source
Free Tier$010 queries per day, access to Phind Instant model, limited context window
Pro Plan$20/month (billed monthly) or $17/month (billed yearly)Unlimited Phind-405B and Phind-70B searches, multi-query search mode, image/PDF/CSV analysis, access to GPT-4, Claude 3.7 Sonnet (500+ uses daily), Claude Opus (10 uses daily), 32,000 token context window, code execution in browserOfficial pricing page
Business Plan$40/month per user (monthly billing only)All Pro features, data excluded from training by default, OpenAI and Anthropic zero data retention, team management, centralized billing
Free Tier$0
10 queries per day, access to Phind Instant model, limited context window
Pro Plan$20/month (billed monthly) or $17/month (billed yearly)
Unlimited Phind-405B and Phind-70B searches, multi-query search mode, image/PDF/CSV analysis, access to GPT-4, Claude 3.7 Sonnet (500+ uses daily), Claude Opus (10 uses daily), 32,000 token context window, code execution in browser
Official pricing page
Business Plan$40/month per user (monthly billing only)
All Pro features, data excluded from training by default, OpenAI and Anthropic zero data retention, team management, centralized billing

How Does Phind Compare to Competitors?

FeaturePhindPerplexity AIChatGPT Plus
Starting Price$20/month$20/month$20/month
Free Tier AvailableYes (10 queries/day)YesYes
Real-Time Web SearchYesYesNo
Source CitationsLimitedYes (primary feature)No
Code FocusYes (primary)GeneralGeneral
Image/PDF AnalysisYesYesYes
API AccessNo public APILimited APIYes (API available)
GPT-4 AccessYesYesYes
Claude Model AccessYes (Pro+)NoNo
Multimodal CapabilitiesPartial (coding focused)StrongStrong
Starting Price
Phind$20/month
Perplexity AI$20/month
ChatGPT Plus$20/month
Free Tier Available
PhindYes (10 queries/day)
Perplexity AIYes
ChatGPT PlusYes
Real-Time Web Search
PhindYes
Perplexity AIYes
ChatGPT PlusNo
Source Citations
PhindLimited
Perplexity AIYes (primary feature)
ChatGPT PlusNo
Code Focus
PhindYes (primary)
Perplexity AIGeneral
ChatGPT PlusGeneral
Image/PDF Analysis
PhindYes
Perplexity AIYes
ChatGPT PlusYes
API Access
PhindNo public API
Perplexity AILimited API
ChatGPT PlusYes (API available)
GPT-4 Access
PhindYes
Perplexity AIYes
ChatGPT PlusYes
Claude Model Access
PhindYes (Pro+)
Perplexity AINo
ChatGPT PlusNo
Multimodal Capabilities
PhindPartial (coding focused)
Perplexity AIStrong
ChatGPT PlusStrong

How Does Phind Compare to Competitors?

vs Perplexity AI

Both have Real-Time Web Search Capability and both cost $20 per month, however they have different focuses. Perplexity is great for Research with Citations and General Queries, whereas Phind is focused on Coding and Technical Questions. Perplexity has Stronger Citation Features, whereas Phind has Better Models and Debugging Assistance for Code-Specific Problems.

For coding assistance and other developer centric questions, I would recommend Phind; for research, academic work and reference based answers, I would recommend Perplexity.

vs ChatGPT Plus

Both of these services are priced at $20/month and both use GPT-4 technology, however Phind lacks real-time web searching like ChatGPT Plus does too. ChatGPT is much more flexible than Phind when it comes to creating content and doing many different types of tasks. Phind is created to help with very specific technical problems and Phind has some unique models (Phind-405B, Phind-70B) specifically designed for coding that provide better results than other models for coding.

If you need something more specialized in terms of your developer requirements, then Phind will be a good choice; if you are looking for more general purpose AI assistance, I would recommend ChatGPT Plus.

vs GitHub Copilot

While GitHub Copilot integrates into IDEs and provides real time auto-complete inside of your editor, Phind is a stand alone search and reasoning tool. While GitHub Copilot is excellent at providing real time code completions and suggestions during development, Phind can explain why something works, using web search and cite references to back up those claims.

Use Copilot for code completion inside of your editor; use Phind for researching how things work, debugging your code or to understand the more complex concepts of programming.

What are the strengths and limitations of Phind?

Pros

  • Developer first design — the interface is optimized for asking coding related questions and getting quick, accurate responses.
  • Great Free Tier — Phind offers an excellent free tier that allows users to test the service meaningfully by offering 10 free daily queries.
  • Great Technical Models — Phind has strong technical models including two custom models (Phind-405B and Phind-70B) that perform well on coding related tasks.
  • Multiple Model Access — The pro version of Phind includes access to multiple models including GPT-4, Claude Sonnet, and Claude Opus for additional options.
  • Code Execution — Phind has a built-in browser-based code runner so you can run your code snippets right from Phind.
  • Good Pricing — At $20/month, Phind's pricing is comparable to Perplexity and ChatGPT Plus.
  • Context Aware — Pro users have a large enough context window (32,000 tokens) to ask complex multi-step questions.

Cons

  • Less Emphasis on Citation Searching — Compared to Perplexity, Phind puts less emphasis on finding cited sources and more emphasis on finding answers.
  • Not Integrated with Editor — Unlike GitHub Copilot, Phind is not integrated into your IDE so you won't get real-time code completions/suggestions in your editor.
  • Limited Free Tier — The free tier has significant limitations (only 10 daily queries) that will limit users ability to explore Phind's features.
  • No Public API — Like Perplexity, there is no way to programmatically call Phind through an API so you cannot integrate Phind into your application.
  • As a developer-centric product, Phind has a level of technical complexity that may limit its usability for everyday general purpose users.
  • While Phind does provide image-based analysis capabilities, they do not offer the same level of versatility as other multimodal platforms such as ChatGPT and Claude.
  • As a relatively young platform, Phind may not have the same level of "battle-testing" at scale as some of the more established players from OpenAI and Anthropic.

Who Is Phind Best For?

Best For

  • Software developers and engineersThe primary use-case for Phind is centered around using specialized models for technical problem solving (debugging), code optimization, etc.
  • Computer science students and learnersIn terms of pricing, the free tier allows users to get started with explaining concepts and debugging their code. For more advanced, in-depth studies, the affordable Pro tier ($20/month) unlocks additional features.
  • Technical teams building applicationsThe business model of Phind supports collaboration by providing data privacy features and a centralized billing system for multiple users.
  • Developers seeking coding-focused AI without distractionPhind's streamlined interface is highly focused on technical queries and not general-purpose AI chat.

Not Suitable For

  • Content creators and writersPhind is optimized for code-based questions, not creative writing based questions. If you need help generating creative content (writing, art, music, etc.) then consider the Pro version of ChatGPT Plus or Claude.
  • Researchers needing academic citationsWith respect to citation features and source attribution, Perplexity AI has a strong advantage over Phind. Phind does not provide a comprehensive method to track sources.
  • Businesses requiring API integrationThere is no public API for accessing Phind programmatically. However, if you want to access OpenAI programmatically, you can use the OpenAI API. Similarly, if you want to access Anthropic programmatically, you can use the Anthropic API.
  • Users needing real-time code completion in IDEsWith respect to in-editor assistance, GitHub Copilot and JetBrains AI Assistant are both far superior to Phind as standalone tools. Phind is a separate search tool, not integrated into your editor.

Are There Usage Limits or Geographic Restrictions for Phind?

Daily Query Limit (Free)
10 queries per day
Daily Query Limit (Pro)
500+ queries per day across models
Context Window
32,000 tokens for Pro users, lower for free tier
Model Access (Free)
Phind Instant model only
Model Access (Pro)
Phind-405B, Phind-70B, GPT-4, Claude 3.7 Sonnet (500+ daily), Claude Opus (10 daily)
Data Retention
Default: data may be used for training. Business plan: data excluded from training by default
API Access
Not available - no public API for programmatic access
Image/PDF Analysis
Available for Pro and Business plans, not included in free tier

Is Phind Secure and Compliant?

Data EncryptionInformation transmitted and stored with security measures in place, though no guarantee of absolute security is made
Privacy PolicyDoes not sell or trade personal information. Shares data only with trusted third-party service providers under confidentiality agreements
Data Usage for Training (Pro/Business)Free tier: data may be used for model training. Business plan: data excluded from training by default with OpenAI and Anthropic zero data retention
User Data RightsUsers have rights to access, correct, delete, and obtain portable copies of their personal information per privacy policy
Third-Party Service ProvidersWorks with GPT-4 (OpenAI), Claude (Anthropic), and other AI providers; data handling subject to those providers' terms
Compliance CertificationsSpecific certifications (SOC 2, ISO 27001, GDPR) not publicly documented; no formal security audit reports available
International Data HandlingPrivacy policy addresses data handling across jurisdictions but does not specify geographic data residency options

What Customer Support Options Does Phind Offer?

Channels
Available for all users via Discord or forumssupport@phind.com or via contact form
Hours
24/7 self-service, email during business hours
Response Time
Emails typically within 24 hours; fast AI responses
Satisfaction
Positive mentions in G2 reviews
Specialized
Priority for Pro and Business tiers
Business Tier
Priority queue and team management support
Support Limitations
No phone or live chat support
Free tier relies on community support only
No dedicated support for free users

What APIs and Integrations Does Phind Support?

API Type
REST API endpoint at api.phind.com/infer
Authentication
API keys or headers like Origin: phind.com
SDKs
Unofficial docs; VS Code extension available
Documentation
Unofficial GitHub docs; no official developer portal found
Rate Limits
Query limits based on subscription tier
Use Cases
AI queries, chat interactions, code generation programmatically
Webhooks
No public webhooks support mentioned
Sandbox
Free tier acts as testing environment

What Are Common Questions About Phind?

Phind is an AI powered search engine designed specifically for developers to provide immediate answers, code snippets, and explanations to technical questions. Phind utilizes advanced models like Phind-70B to produce accurate results. All sources used are referenced for verifiability purposes.

With respect to cost, the free tier limits your daily searches. The Pro tier costs $20 per month for unlimited advanced searches and GPT-4 access. The Business tier costs $40 per user per month and includes features such as team features and data privacy options. Additionally, annual discounts are offered.

As mentioned previously, Phind is optimized for developers who require code-centric answers. Phind also has a seamless integration with VS Code. On the other hand, Perplexity is a general-purpose AI search engine which can answer a wide variety of topics. Perplexity cites references for all of its summaries. Phind and Perplexity are both AI search engines, but they each target different user groups. Phind is best suited for answering technical and coding-related questions. Perplexity, on the other hand, is best suited for general-purpose AI search covering a broad range of topics.

By default, the business plan does exclude all data from your training and does offer zero retention options for OpenAI / Anthropic; however, both free and pro users will need to read through the privacy policy.

Yes, Phind provides seamless integration of VS Code for in-editor AI search and code assistance (install the Phind Extension for context aware queries) and supports multiple languages.

For general support please contact us via email or our community forums. All Pro and Business users receive priority support. Self service is also available via documentation and AI chat for common issues.

A free tier is available which does not require a credit card and is ideal for testing. At any point you can upgrade to Pro for access to all the features.

The free tier has daily query limits on premium models. Most limits are removed when upgrading to Pro. Although likely rare, heavy users may be subject to some form of throttling during peak hours.

Is Phind Worth It?

As a developer-focused AI answer engine, Phind delivers fast, accurate, code focused solutions and VS Code integration that boosts productivity. However, although it has a free tier and an affordable Pro plan, Phind still lacks the robust enterprise support channels and official API documentation to reach its full potential. The recent funding news indicates potential future growth in the competitive AI Search marketplace.

Recommended For

  • Developers who need rapid code answers and debugging assistance
  • Teams who utilize VS Code for AI assisted coding
  • Users looking for budget-friendly AI search options
  • Small development teams who need basic AI tooling

!
Use With Caution

  • Large enterprises requiring dedicated support, and/or Service Level Agreements
  • Non-technical users due to the developer-centric approach of Phind
  • Heavy API users who lack official documentation for the APIs

Not Recommended For

  • Companies requiring phone/live chat support
  • General knowledge seekers who prefer a broader range of AI capabilities such as Perplexity
  • Mission critical applications due to the daily query limits associated with the free tier
Expert's Conclusion

If you are a developer who requires code-focused AI search at a low cost, then Phind would be the best solution for you. Evaluate if your organization will require additional support for business usage.

Best For
Developers who need rapid code answers and debugging assistanceTeams who utilize VS Code for AI assisted codingUsers looking for budget-friendly AI search options

What do expert reviews and research say about Phind?

Key Findings

Phind is an AI search engine specifically designed for developers using Y Combinator, with a free/Pro/Business tier model, and has received very good reviews from G2 users about its technical accuracy. There is also unofficial API access available, however there are no official support channels for Phind at this time. Some of the alternatives to Phind that can be considered would be Perplexity. To date, Phind has raised approximately $11M. Developer-centric search capabilities with integration into Visual Studio Code (VS Code).

Data Quality

Fair - Relies on reviews, third-party sites, and unofficial docs; no official support/API pages fetched, limited primary sources [web:1-34]

Risk Factors

!
Very limited public information about how it will be supported
!
Unofficial documentation about API calls for Phind
!
This is a relatively young company (formed in 2022), so some data may not be fully available yet.
!
No G2 or Capterra customer satisfaction ratings were found for Phind
Last updated: January 2026

What Additional Information Is Available for Phind?

Founders

Phind was formed in 2022 by Michael Royzen (CEO, formerly Microsoft Research, Lyft) and Justin Wei (Turing Scholar, University of Texas at Austin). They are part of Y Combinator’s Summer 2022 cohort (S22), and have their headquarters in San Francisco.

Funding

Phind has raised approximately $11M total to date, which includes $500K pre-seed funding provided through Y Combinator, and $10.4M in seed funding, both of which were led by Bessemer Venture Partners and SV Angel. Other investors in Phind include Paul Graham.

Community

The development team behind Phind is active on GitHub, and has posted repositories for unofficial APIs. A VS Code extension is also available. However, no dedicated community forum or Discord channel was found.

Media Coverage

Phind was featured on Hacker News when it launched, and also reported on by Axios regarding its funding news. It is recognized as one of the leading developer-focused AI search engines.

What Are the Best Alternatives to Phind?

  • Perplexity AI: Similar to Phind, Perplexity.ai offers a broad range of answers to users’ questions, along with citations to relevant sources for each topic. Unlike Phind, Perplexity.ai does not focus primarily on code, but rather provides general knowledge that can be used for research purposes by both developers and non-technical users.
  • Kagi Search: Kagi.com uses natural language processing to provide fast search results that are privacy-focused. Unlike Phind, kagi.com has no limitations to the number of searches you can perform per day regardless of whether you are on a paid plan or not. Therefore, if you need to find sensitive information for personal or professional reasons, Kagi may be the better choice for you.
  • GitHub Copilot Chat: GitHub Copilot (github.com/features/copilot) is a type of integrated development environment (IDE)-based AI tool that can assist developers in writing code, as well as explain what they have written. While it is similar to Phind in that it utilizes artificial intelligence to help developers complete tasks, it focuses more on providing context for the specific task at hand versus simply performing a web-based search. Therefore, GitHub Copilot is best suited to assist developers in completing tasks while working within the project itself.
  • Genspark.ai: Genspark.ai is another alternative to Phind, although it is more focused on searching for answers using a multimodal approach (i.e., utilizing both image and text-based search methods). Unlike Phind, Genspark does not limit its search to developers, therefore Genspark may be more suitable for those who want to utilize artificial intelligence to search for answers to complex questions without being restricted to developer-specific content.
  • Consensus: Consensus.app is an example of an AI-powered search tool that is geared towards assisting users who are conducting academic research or other types of research activities that require evidence-based summaries. As such, it is intended to be utilized for research purposes by users who do not necessarily need to write code, and therefore is different from Phind, which is more focused on providing developers with technical information.

What Are Phind's Search Performance Metrics?

75%
PASS@1 Rate
75%
Time to First Token Reduction
8x
Tokens per Second Speed Increase
74.7%
HumanEval Benchmark
<15 seconds
Answer Time

What Ai Models Supported Does Phind Support?

Phind-70BPhind-405BPhind-CodeLlama-34B-v2GPT-3.5Codex

Proprietary Phind models optimized for coding and search, plus integrations with leading LLMs

What Search Capabilities Does Phind Offer?

Real Time Search
Real-time web search integrated with AI responses
Citation Style
Sources listed with links for verification
Source Filtering
Customizable searches with related topics and suggestions
Context Window
Real-time query understanding and conversational modes
Multimodal Support
Images, diagrams, interactive widgets, code execution
Follow Up Queries
Explore mode and multiple related searches supported

What Answer Quality Features Does Phind Offer?

Source Citations

Provides aggregated lists of high-quality sources available online

Mini-Apps

Generates dynamic React-based widgets, charts, and other tools

Code Verification

Allows users to run code directly within an embedded Jupyter Notebook environment

Focus Modes

Three different modes (Expert, Concise, Creative) allow users to receive responses that fit their individual preferences for response style.

Multi-Step Search

Performs additional searches during answer generation

What Platforms Does Phind Support?

Web AppiOS AppAndroid AppVS Code Extension

Full mobile support and IDE integration for developers

What Is Phind's Data Privacy Features Status?

No Data SellingDoes not sell user data
Anonymous LoggingSearches logged anonymously without PII
No IP AssociationNo association with IP addresses or personal info
Search PreferencesConfigurable to avoid data collection
Privacy PolicyDetailed policy outlines data handling

What Knowledge Sources Does Phind Support?

Source TypeCoverageUpdate Frequency
Web PagesHigh-quality internet sourcesReal-time
Technical DocumentationVast coding docsReal-time
Code RepositoriesDeveloper resourcesContinuous
Related TopicsAI-suggested explorationsDynamic
Visual DataImages and diagramsReal-time

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