Overview
Summary
The useful answer before the supporting detail.
DeepSource is an AI code review platform that helps engineering teams ship clean, secure code with confidence S1. It is used by developers and security teams to automatically detect and fix code quality issues, security vulnerabilities, and dependency risks on every commit S24 S7. The platform integrates with pull request workflows to provide inline reviews, automated fixes, and quality gates, enabling faster and safer software delivery S17 S48.
Product identity and positioning
Name, category, positioning, audience, and first-party claims.
- Identity: DeepSource is an AI code review platform S1.
- Core purpose: Helps engineering teams ship clean, secure code by automating code review and security analysis S1.
- Intended users: Engineering teams, developers, and AppSec teams S1 S7.
- Product scope: A platform offering AI code review, SAST, SCA, IaC security, and code quality analysis S1 S7 S17 S25 S24.
- Positioning: Positioned as the AI code review platform for fast-moving teams and their agents S1.
- Claimed distinction: Claims industry-leading SAST engine and highest F1 score on the OpenSSF CVE Benchmark S17 S48.
Use cases and audiences
Who the product serves and the jobs it is designed to handle.
| Audience | Practical use case |
|---|---|
| Engineering teams | Automatically detect and fix code quality issues on every commit to merge pull requests faster S24. |
| AppSec teams | Prioritize vulnerabilities using reachability analysis and custom risk scoring beyond CVSS/EPSS S7. |
| Development teams | Enforce quality and security gates to block pull requests that don't meet standards S17. |
| Security-conscious organizations | Stay audit-ready with vulnerability reports mapped to OWASP Top 10 and SANS Top 25 S48. |
Traffic and search
SEO analysis
Collected Oct 26, 2026deepsource.com: an estimated 68,392 total monthly visits and about 6,842 monthly organic visits across 2,489 ranking keywords. Scout crawled 15 pages and measured a technical health score of 97/100.
Search summary
The useful answer before the supporting detail.
Your team is writing more code with AI. DeepSource automates code reviews so you ship to production faster — catching security issues, improving code quality, and helping your team write better code. deepsource.com: an estimated 68,392 total monthly visits and about 6,842 monthly organic visits across 2,489 ranking keywords. Scout crawled 15 pages and measured a technical health score of 97/100.
- Total traffic (modeled): 68,392 monthly visits across all channels.
- Organic search traffic (estimated): 6,842 monthly visits from search.
- Strongest sampled ranking: ai powered code review platform at position 2.
- Leading page in the collected evidence: https://deepsource.com/resources/ai-code-review-tools.
- Closest measured organic competitor: qodo.ai, appearing 4 times in the sampled first-page SERPs.
- Technical crawl: 15 pages, health score 97/100.
Website intelligence — Collected evidence
Company identity and positioning
| Page type | Evidence | Source |
|---|---|---|
| features | Your team is writing more code with AI. DeepSource automates code reviews so you ship to production faster — catching security issues, improving code quality, and helping your team write better code. 14-day free trial. | https://deepsource.com/ |
| features | AI Code Review Platform | https://deepsource.com/ |
| features | Your team is writing more code with AI. DeepSource automates code reviews, so you can ship to production faster with confidence. | https://deepsource.com/ |
| features | Contact Sales For growing teams and enterprises | https://deepsource.com/ |
| features | DeepSource reviewed changes in the commit range `b76c8fa...63debb2` on this pull request. Below is the summary for the review, and you can see the individual issues we found as review comments. | https://deepsource.com/ |
| features | <table class="w-full text-sm mono-font" data-v-cbb0a08f=""><tbody data-v-cbb0a08f=""><tr class="diff-line-added" data-v-cbb0a08f=""><td class="diff-line-num" data-v-cbb0a08f="">142</td><td class="diff-line-sign" data-v-cbb0a08f="">+</td><td class="diff-line-code" data-v-cbb0a08f="">for merchant_id, txn_group in groupby(</td></tr><tr class="diff-line-added" data-v-cbb0a08f=""><td class="diff-line-num" data-v-cbb0a08f="">143</td><td class="diff-line-sign" data-v-cbb0a08f="">+</td><td class="diff-line-code" data-v-cbb0a08f="">pending_transactions, key=lambda txn: txn.merchant_id</td></tr><tr class="diff-line-added" data-v-cbb0a08f=""><td class="diff-line-num" data-v-cbb0a08f="">144</td><td class="diff-line-sign" data-v-cbb0a08f="">+</td><td class="diff-line-code" data-v-cbb0a08f="">):</td></tr></tbody></table> | https://deepsource.com/ |
| features | The code uses `itertools.groupby` on `pending_transactions`, a queryset without a guaranteed order. `groupby` only groups consecutive elements with the same key. If transactions for the same merchant are not adjacent, they will be settled in separate batches, leading to duplicate payouts. | https://deepsource.com/ |
| features | Add a sort operation on `pending_transactions` by `merchant_id` before the `groupby` call. This ensures all transactions for the same merchant are grouped together for a single settlement. | https://deepsource.com/ |
| features | Verified, pre-generated patches for most issues, so you can fix issues faster without breaking your flow. | https://deepsource.com/ |
| features | <table class="w-full border-collapse" data-v-67be8fd2=""><tbody data-v-67be8fd2=""><tr class="" data-v-67be8fd2=""><td class="w-[50px] pr-3 pl-3 text-right text-gray-9 select-none align-top leading-[22px] border-r border-ink-100" data-v-67be8fd2="">472</td><td class="pr-4 pl-2 whitespace-pre leading-[22px] align-top" data-v-67be8fd2="">with self._get_cursor() as cur:</td></tr><tr class="" data-v-67be8fd2=""><td class="w-[50px] pr-3 pl-3 text-right text-gray-9 select-none align-top leading-[22px] border-r border-ink-100" data-v-67be8fd2="">473</td><td class="pr-4 pl-2 whitespace-pre leading-[22px] align-top" data-v-67be8fd2="">try:</td></tr><tr class="" data-v-67be8fd2=""><td class="w-[50px] pr-3 pl-3 text-right text-gray-9 select-none align-top leading-[22px] border-r border-ink-100" data-v-67be8fd2="">474</td><td class="pr-4 pl-2 whitespace-pre leading-[22px] align-top" data-v-67be8fd2=""># Use JSON_EXTRACT for JSON field access</td></tr><tr class="" data-v-67be8fd2=""><td class="w-[50px] pr-3 pl-3 text-right text-gray-9 select-none align-top leading-[22px] border-r border-ink-100" data-v-67be8fd2="">475</td><td class="pr-4 pl-2 whitespace-pre leading-[22px] align-top" data-v-67be8fd2="">cur.execute(</td></tr><tr class="highlighted-line" data-v-67be8fd2=""><td class="highlighted-num w-[50px] pr-3 pl-3 text-right text-gray-9 select-none align-top leading-[22px] border-r border-ink-100" data-v-67be8fd2="">476</td><td class="pr-4 pl-2 whitespace-pre leading-[22px] align-top" data-v-67be8fd2="">f"DELETE FROM `{self.table_name}` WHERE JSON_EXTRACT(meta, %s) = %s", 1</td></tr><tr class="" data-v-67be8fd2=""><td class="w-[50px] pr-3 pl-3 text-right text-gray-9 select-none align-top leading-[22px] border-r border-ink-100" data-v-67be8fd2="">477</td><td class="pr-4 pl-2 whitespace-pre leading-[22px] align-top" data-v-67be8fd2="">(f"$.{key}", value),</td></tr><tr class="" data-v-67be8fd2=""><td class="w-[50px] pr-3 pl-3 text-right text-gray-9 select-none align-top leading-[2 | https://deepsource.com/ |
| features | DeepSource: Python Waiting for status to be reported — Analysis in progress... | https://deepsource.com/ |
| features | DeepSource: JavaScript Waiting for status to be reported — Analysis in progress... | https://deepsource.com/ |
Domain performance
Modeled total traffic, six-month trend, engagement, countries, and domain identity.
Total website traffic
| Month | Modeled visits |
|---|---|
| 2026-04 | 86,055 |
| 2026-05 | 80,154 |
| 2026-06 | 67,196 |
| 2026-07 | 66,702 |
| 2026-08 | 70,332 |
| 2026-09 | 68,392 |
Top visitor countries
| Country | Name | Traffic share |
|---|---|---|
| PK | Pakistan | 12.3% |
| US | United States | 11.7% |
| VN | Vietnam | 10.1% |
| IN | India | 8.2% |
| RU | Russia | 4.7% |
Domain identity
| Signal | Value |
|---|---|
| Registered | Sep 18, 2001 |
| Last changed | Feb 24, 2024 |
| Expires | Sep 18, 2032 |
| WHOIS server | whois.verisign-grs.com |
| DNSSEC | Signed |
| Nameservers | HERA.NS.CLOUDFLARE.COM, KARL.NS.CLOUDFLARE.COM |
Website capture

Organic keywords
Top keywords and an independent Google result page.
Top organic keywords
| Keyword | Volume | CPC | Estimated value |
|---|---|---|---|
| deepsource | 1,000 | $9.62 | $1,160 |
| explain code review tools | 460 | $0.00 | $430 |
| "deepsource" harness | 510 | $0.00 | $240 |
| paradigma de programacion procedimental | 380 | $0.00 | $240 |
| deepsource technologies careers | 250 | $0.00 | $230 |
Independent Google result page
Query: ai powered code review platform
| Position | Title | URL | Description |
|---|---|---|---|
| 1 | 7 Best AI Code Review Tools for 2026 | https://deepsource.com/resources/ai-code-review-tools | We tested 7 AI code review tools on real vulnerabilities, noise levels, platform scope, and pricing. Here's how they actually perform — with benchmark data. |
| 2 | The Death of the Code Review: What the Data Actually Says | https://www.youtube.com/watch?v=_mi3alkqy4s | Developers using autonomous agents wrote 741% more code but shipped only 30% more software. The bottleneck is human review, and "just review ... |
| 3 | AI-powered code review now available for Visual Studio ... | https://sdtimes.com/ai/ai-powered-code-review-now-available-for-visual-studio-code/ | DeepCode is bringing its AI-powered code review capabilities to Visual Studio Code. detect bugs and issues in Visual Studio Code. |
| 4 | Feedback on an AI-powered risk-aware code review ... | https://www.reddit.com/r/codereview/comments/1uanwlu/feedback_on_an_aipowered_riskaware_code_review/ | Reviews source code using an LLM or other AI model. Detects bugs, code quality issues, and potential security vulnerabilities. |
| 5 | Orchestrating AI Code Review at scale | https://blog.cloudflare.com/ai-code-review/ | Learn about how we built a CI-native AI code reviewer using OpenCode that helps our engineers ship better, safer code. |
| 6 | 10 Open Source AI Code Review Tools Tested on a 450K ... | https://www.augmentcode.com/tools/open-source-ai-code-review-tools-worth-trying | PR-Agent and villesau are the two tools on this list that most teams will evaluate first for AI-powered code review. |
| 7 | (PDF) AI POWERED CODE REVIEWER | https://www.researchgate.net/publication/394959090_AI_POWERED_CODE_REVIEWER | The AI-Powered , Node.js) The system offers real-time review with accurate AI-driven insights. |
| 8 | What Is AI Code Review? Tools, Benefits & Best Practices | https://www.mend.io/blog/ai-code-review-technologies-challenges-best-practices/ | AI code review leverages artificial intelligence models and machine learning techniques to analyze and provide feedback on source code, ... |
| 9 | AI-Assisted Code Review in the Theia IDE | https://eclipsesource.com/blogs/2026/05/19/ai-assisted-code-review-theia-ide/ | The PR Reviewer agent in the Theia IDE still performs a full AI review: it explores the code, reasons about the changes, and produces findings. |
| 10 | Top AI code review platforms in 2025 - Graphite | https://graphite.com/guides/top-ai-code-review-platforms-2025 | Explore the leading AI-powered code review platforms of 2025, including Graphite Agent, and discover how they enhance code quality and developer ... |
Important pages
Pages earning the most estimated search traffic in the sample.
Website intelligence — Collected evidence
Prioritized website intelligence pages
| Type | Page | Words | Change | URL |
|---|---|---|---|---|
| features | DeepSource: The AI Code Review Platform | 1,719 | new | https://deepsource.com/ |
| pricing | Pricing • DeepSource | 632 | new | https://deepsource.com/pricing |
| pricing | DeepSource Go analyzer is now generally available • DeepSource | 600 | new | https://deepsource.com/blog/release-go-packages-new-issues |
| pricing | Rethinking SCA Pricing • DeepSource | 1,161 | new | https://deepsource.com/blog/sca-pricing |
| pricing | DeepSource is now free for private repositories • DeepSource | 367 | new | https://deepsource.com/blog/team-plan-free-private-repos |
| features | Product Demo • DeepSource | 422 | new | https://deepsource.com/product-demo |
| features | DeepSource Autofix™ AI | 514 | new | https://deepsource.com/platform/ai |
| features | DeepSource Code Coverage | 293 | new | https://deepsource.com/platform/code-coverage |
| features | DeepSource Code Quality & Static Analysis | 469 | new | https://deepsource.com/platform/code-quality |
| features | DeepSource IaC Security | 165 | new | https://deepsource.com/platform/iac-security |
| features | DeepSource SAST | 458 | new | https://deepsource.com/platform/sast |
| features | DeepSource SCA | 624 | new | https://deepsource.com/platform/sca |
| integrations | Announcing DeepSource’s Vanta integration • DeepSource | 371 | new | https://deepsource.com/blog/deepsource-vanta-integration-soc2 |
| integrations | Importance of software documentation • DeepSource | 681 | new | https://deepsource.com/blog/importance-of-software-documentation |
| integrations | Integration with GitLab Pipelines • DeepSource | 494 | new | https://deepsource.com/blog/integration-with-gitlab-pipelines |
Features
| Page type | Evidence | Source |
|---|---|---|
| features | DeepSource has joined Harness. Learn more | https://deepsource.com/ |
| features | Your green light to ship with confidence. | https://deepsource.com/ |
| features | AI Code Review Platform | https://deepsource.com/ |
| features | Your team is writing more code with AI. DeepSource automates code reviews, so you can ship to production faster with confidence. | https://deepsource.com/ |
| features | Quickstart with | https://deepsource.com/ |
| features |
