# Semgrep AI visibility in AI Code Review & Code Quality Canonical: https://devtune.ai/verticals/ai-code-review-and-code-quality/semgrep [Website](https://semgrep.dev/) Updated: 2026-09-27T22:41:07.149577+00:00 Prompts: 25 Runs: 6 ## Platforms - google-ai-mode - perplexity - bing-copilot-search - chatgpt-search - google-ai - xai-search Rank: 5 Total brands: 11 Measured responses: 150 Presence percent: 6 Share of voice percent: 5.9171597633136095 Average position: 2.7 Docs presence percent: 2 Blog presence percent: 0.6666666666666667 Brand mention percent: 0 ## Profile Overview: Semgrep, Inc. (formerly r2c) is a San Francisco-based application security company founded in 2017 by Isaac Evans, Luke O'Malley, and Drew Dennison. The company develops the Semgrep AppSec Platform—a unified SAST, SCA, and secrets detection solution—alongside the widely adopted open-source semgrep CLI, which supports 30+ programming languages. The platform combines deterministic pattern-matching with AI-powered triage (Semgrep Multimodal) to reduce false positives and deliver actionable remediation guidance directly in pull requests and IDEs. Semgrep's reachability-based supply chain analysis and 630+ credential-type secrets detection further differentiate it. Used by organizations including Lyft, Dropbox, Figma, Slack, and Snowflake, the platform has scanned 75M+ projects annually. Semgrep raised a $100M Series D in February 2025, bringing total funding to $204M. Product summary: Semgrep AppSec Platform is an integrated code security suite offering SAST (Semgrep Code), software composition analysis (Semgrep Supply Chain), and secrets detection (Semgrep Secrets), unified under the Semgrep AppSec Platform with AI-powered triage, remediation, and workflow orchestration via Semgrep Multimodal and Semgrep Workflows. The open-source semgrep engine underpins all products and is available separately under LGPL-2.1. ### Key capabilities - AI-assisted SAST (Semgrep Code) with cross-file dataflow and Pro Engine for 50–70% more true positive detection - Software composition analysis (Semgrep Supply Chain) with reachability analysis to filter non-exploitable dependency vulnerabilities - Secrets detection (Semgrep Secrets) covering 630+ credential types via semantic analysis, entropy analysis, and active validation - Semgrep Multimodal (AI) for automated triage, noise filtering, and memory-based false-positive suppression - Custom YAML rule authoring with source-code-like syntax and an online Playground for rule development and sharing - Policy-as-code secure guardrails that block or comment on PRs based on configurable severity thresholds - AI-powered detection of complex business logic flaws (IDORs, broken authorization) combining deterministic analysis and LLM reasoning - MCP server integration for securing AI-generated code in Cursor, Claude Code, and similar agentic coding tools - Open-source Community Edition (LGPL-2.1) with 3,000+ community rules and CI/CD integration at no cost ### Target users - Application security engineers and AppSec teams at growth-stage and enterprise tech companies - Software developers and DevSecOps engineers embedding security in CI/CD workflows - CISOs and security leaders seeking measurable, low-noise vulnerability management - Fintech and SaaS companies with compliance-driven secure coding requirements - Small teams (under 10 contributors) needing enterprise-grade SAST/SCA at no cost - Security consultants and penetration testers performing code audits ### Key use cases - Shift-left SAST in CI/CD pipelines to block high-severity vulnerabilities before merge - Supply chain security with reachability-based prioritization of open-source dependency vulnerabilities - Hardcoded secrets and credential detection across polyglot codebases - Enforcing organization-specific secure coding standards via custom rules - Securing AI-generated (vibe-coded) code in agentic development workflows - AppSec program scaling for lean security teams supporting large developer populations - Compliance and audit trail management with centralized vulnerability tracking and dashboards Integrations ecosystem: Semgrep integrates natively with major CI/CD platforms (GitHub Actions, GitLab CI, Bitbucket Pipelines, Azure Pipelines, CircleCI, Jenkins, Buildkite) and SCMs (GitHub, GitLab, Bitbucket, Azure DevOps). IDE plugins are available for VS Code and JetBrains (IntelliJ). Ticketing and notification integrations include Jira and Slack. The platform outputs SARIF and JSON for SIEM/ASPM ingestion. A Semgrep MCP Server enables integration with AI coding tools including Cursor and Claude Code. Cloud security context is available via partner integrations with Palo Alto Networks, Sysdig, and StackHawk. The Semgrep Registry hosts 20,000+ Pro rules and 3,000+ community rules accessible to all users. Pricing summary: Semgrep offers a tiered pricing model. The Community Edition (open-source CLI, LGPL-2.1) is free with single-file SAST and 3,000+ community rules. The AppSec Platform Free Tier extends full SAST, SCA, and secrets scanning to teams of up to 10 contributors and 10 private repositories at no cost. The Team plan is priced at approximately $35–$40 per active contributor per month (billed annually), and includes cross-file Pro Engine analysis, AI-assisted triage, advanced dashboards, and priority support. Enterprise pricing is custom, adding SSO/SAML, dedicated support, compliance controls, and deployment flexibility. Special startup pricing is available on request. A contributor is defined as anyone who committed to a monitored private repository in the past 90 days. Review summary: Semgrep earns strong user satisfaction, holding a 4.6/5 on G2 across 55 reviews, with 80% five-star ratings. Users consistently praise low false-positive rates, the flexibility of YAML-based custom rules, seamless CI/CD integration, and fast scan performance. The AI assistant's contextual remediation guidance in PRs is frequently highlighted as a differentiator that increases developer adoption. Critical feedback centers on a limited third-party integration ecosystem (primarily Jira and Slack), enterprise dashboarding immaturity, and a learning curve for advanced rule authoring. Gartner Peer Insights reviews highlight strong SAST/SCA capabilities and developer-friendly deployment, with some enterprise users noting gaps in governance and reporting maturity. Competitive positioning: Semgrep positions itself as a developer-first, high signal-to-noise AppSec platform that unifies SAST, SCA, and secrets detection in a single tool. Its core differentiation is a low false-positive rate achieved through deterministic rule-based static analysis combined with AI-powered triage (Semgrep Multimodal/Assistant), reachability analysis for supply chain findings, and a transparent, YAML-based custom rule engine. Unlike enterprise SAST incumbents (Checkmarx, Veracode), Semgrep leads with a generous free tier and open-source community edition, targeting developer adoption before security-team procurement. It explicitly competes against Snyk on price and SonarQube on signal quality, and differentiates from both with its policy-as-code guardrails model and an AI memory system that learns from past triage decisions. Limitations: Users note that third-party integrations beyond Jira and Slack are limited, with calls to expand to ServiceNow and CNAP/CSPM platforms. Enterprise-level dashboarding, rule tuning maturity, and governance reporting have been flagged as areas needing improvement. The custom rule learning curve can be steep for non-security engineers. Cross-file analysis and full AI triage capabilities are restricted to paid tiers, which may limit evaluation depth on the free plan. The Team tier's per-contributor pricing can become expensive for teams with fluctuating active contributor counts. ### Source urls - https://semgrep.dev/ - https://semgrep.dev/about/ - https://semgrep.dev/pricing/ - https://semgrep.dev/docs - https://www.prnewswire.com/news-releases/semgrep-announces-100m-series-d-funding-to-advance-ai-powered-code-security-302367780.html - https://news.crunchbase.com/cybersecurity/application-security-startup-semgrep-fundraise-menlo/ - https://www.g2.com/products/semgrep/reviews - https://www.gartner.com/reviews/market/application-security-testing/vendor/semgrep-1700457513/product/semgrep-code - https://github.com/semgrep/semgrep - https://semgrep.dev/case-studies/copper/ - https://semgrep.dev/case-studies/lyft/ - https://semgrep.dev/case-studies/glasswall/ - https://research.contrary.com/company/semgrep - https://www.vendr.com/marketplace/semgrep - https://pitchbook.com/profiles/company/234145-63 Reviewed at: 2026-04-28T23:33:48.649+00:00 ### Customer outcomes | Customer | Summary | Metric | | --- | --- | --- | | Copper | After implementing Semgrep, Copper reduced vulnerability remediation time by 50% within the first month, driven by real-time GitHub PR comments and AI-powered code suggestions. Custom security rules could be written, tested, and deployed within under an hour. | 50% reduction in remediation time | | Lyft | Lyft's security team adopted Semgrep Supply Chain to reduce noise from dependency vulnerabilities, asking developers to fix only reachable findings. This enabled significant time savings and a shift-left security posture across Lyft's polyglot codebase. | Not available | | Glasswall | Glasswall deployed Semgrep to replace a legacy SAST tool that was generating high false-positive rates and lacked transparency. Post-deployment, false positives dropped materially, remediation cycles shortened with in-flow AI guidance, and DevSecOps reclaimed time through automat | Not available | ### Reviews breakdown | Platform | Score | Score max | Review count | Url | | --- | --- | --- | --- | --- | | G2 | 4.6 | 5 | 55 | https://www.g2.com/products/semgrep/reviews | ### Review themes #### Praised - Low false-positive rate - Flexible YAML-based custom rule authoring - Seamless CI/CD pipeline integration - Fast scan performance without slowing builds - AI-assisted PR remediation guidance - Extensive public rule registry - Reachability-based SCA noise reduction - Developer-friendly onboarding and workflow fit #### Criticized - Limited third-party integrations beyond Jira and Slack - Enterprise dashboarding and governance reporting immaturity - Learning curve for advanced custom rule writing - Cross-file analysis and full AI features restricted to paid tiers - Per-contributor pricing can escalate for fluctuating team sizes - Integration gaps with CNAP/CSPM and ServiceNow platforms ### Company facts Founded year: 2017 Hq: San Francisco, CA, USA #### Founders - Isaac Evans - Luke O'Malley - Drew Dennison Employees range: 200-300 Total funding: $204M Valuation: Not available Arr: Not available Customer count: 45+ enterprise customers Status: Private Readiness: Not available ## Ranking | Display name | Pair count | Total pairs | Presence percent | Avg position | | --- | --- | --- | --- | --- | | Greptile | 21 | 150 | 14.000000000000002 | 4.04 | | SonarSource | 19 | 150 | 12.666666666666668 | 3.076923076923077 | | Qodo | 15 | 150 | 10 | 3.217391304347826 | | CodeRabbit | 14 | 150 | 9.333333333333334 | 2.9642857142857144 | | Semgrep | 9 | 150 | 6 | 2.7 | | Codacy | 9 | 150 | 6 | 3.076923076923077 | | Sourcegraph | 9 | 150 | 6 | 3.2777777777777777 | | DeepSource | 6 | 150 | 4 | 4.166666666666667 | | Snyk | 4 | 150 | 2.666666666666667 | 2.5 | | Graphite | 1 | 150 | 0.6666666666666667 | 2 | | Code Climate | 0 | 150 | 0 | Not available | ## Platform breakdown | Platform | Prompt count | Presence rate | | --- | --- | --- | | google-ai-mode | 0 | 0 | | perplexity | 2 | 8 | | bing-copilot-search | 0 | 0 | | chatgpt-search | 7 | 28.000000000000004 | | google-ai | 0 | 0 | | xai-search | 0 | 0 | ## Strengths | Prompt text | Platform count | Avg position | | --- | --- | --- | | Which code quality platforms integrate with issue trackers to automatically create tickets for critical issues found during code review? | 2 | 1 | | Which AI code review tools can detect security vulnerabilities and insecure coding patterns across multiple languages in the same repository? | 1 | 1 | ## Gaps | Prompt text | Competitor presence count | | --- | --- | | Which AI PR review platforms support self-hosted deployments that keep code on-premises and don't send source code to third-party models? | 4 | | Looking for an AI PR review tool that learns from the codebase and past review decisions so feedback improves over time — what are my options? | 3 | | I need a code quality tool that enforces quality gates in CI and blocks merges when coverage drops or critical issues are introduced — which platforms do this well? | 3 | | What code quality platforms scale to thousands of PRs per day without degrading analysis quality or response time? | 3 | | Which AI review tools handle very large pull requests with 500+ changed files without timing out or producing incomplete feedback? | 3 | ## Topic scores | Topic name | Prompt count | Cited prompt count | | --- | --- | --- | | Capability | 5 | 2 | | Developer Experience | 5 | 1 | | Integrations & Ecosystem | 5 | 2 | | Performance & Reliability | 5 | 1 | | Setup & First Run | 5 | 1 | ## Prompt results - Prompt text: What code analysis platforms have reliable CI integrations that don't cause flaky build failures due to rate limiting or API timeouts? #### Brand position by platform Google-ai-mode: Not available Perplexity: Not available Bing-copilot-search: Not available Chatgpt-search: 2 Google-ai: Not available Xai-search: Not available #### Platform rows ##### Google-ai-mode ##### Perplexity | Display name | Position | | --- | --- | | SonarSource | 1 | ##### Bing-copilot-search ##### Chatgpt-search | Display name | Position | | --- | --- | | SonarSource | 1 | | Semgrep | 2 | | Codacy | 4 | ##### Google-ai ##### Xai-search - Prompt text: Looking for an AI PR review tool that learns from the codebase and past review decisions so feedback improves over time — what are my options? #### Brand position by platform Google-ai-mode: Not available Perplexity: Not available Bing-copilot-search: Not available Chatgpt-search: Not available Google-ai: Not available Xai-search: Not available #### Platform rows ##### Google-ai-mode ##### Perplexity | Display name | Position | | --- | --- | | CodeRabbit | 1 | | Greptile | 4 | ##### Bing-copilot-search ##### Chatgpt-search | Display name | Position | | --- | --- | | Greptile | 1 | | Qodo | 2 | ##### Google-ai | Display name | Position | | --- | --- | | Sourcegraph | 1 | ##### Xai-search - Prompt text: Which code quality platforms can analyze a 500k-line legacy codebase and give a prioritized technical debt report without manual configuration? #### Brand position by platform Google-ai-mode: Not available Perplexity: Not available Bing-copilot-search: Not available Chatgpt-search: Not available Google-ai: Not available Xai-search: Not available #### Platform rows ##### Google-ai-mode ##### Perplexity | Display name | Position | | --- | --- | | SonarSource | 3 | ##### Bing-copilot-search ##### Chatgpt-search ##### Google-ai ##### Xai-search - Prompt text: Which AI PR review tools can summarize large diffs and give an overall assessment of a pull request rather than only commenting line by line? #### Brand position by platform Google-ai-mode: Not available Perplexity: Not available Bing-copilot-search: Not available Chatgpt-search: Not available Google-ai: Not available Xai-search: Not available #### Platform rows ##### Google-ai-mode ##### Perplexity | Display name | Position | | --- | --- | | Qodo | 5 | | Greptile | 7 | ##### Bing-copilot-search ##### Chatgpt-search | Display name | Position | | --- | --- | | Qodo | 1 | | Greptile | 2 | ##### Google-ai ##### Xai-search - Prompt text: I need a code quality tool that enforces quality gates in CI and blocks merges when coverage drops or critical issues are introduced — which platforms do this well? #### Brand position by platform Google-ai-mode: Not available Perplexity: Not available Bing-copilot-search: Not available Chatgpt-search: Not available Google-ai: Not available Xai-search: Not available #### Platform rows ##### Google-ai-mode ##### Perplexity | Display name | Position | | --- | --- | | SonarSource | 1 | | Codacy | 3 | ##### Bing-copilot-search ##### Chatgpt-search | Display name | Position | | --- | --- | | SonarSource | 1 | | DeepSource | 2 | ##### Google-ai | Display name | Position | | --- | --- | | SonarSource | 2 | ##### Xai-search - Prompt text: What code review tools work across both cloud-hosted and on-premises version control systems for teams with a hybrid repository strategy? #### Brand position by platform Google-ai-mode: Not available Perplexity: Not available Bing-copilot-search: Not available Chatgpt-search: Not available Google-ai: Not available Xai-search: Not available #### Platform rows ##### Google-ai-mode ##### Perplexity | Display name | Position | | --- | --- | | Qodo | 1 | | CodeRabbit | 3 | ##### Bing-copilot-search ##### Chatgpt-search ##### Google-ai ##### Xai-search - Prompt text: I'm evaluating AI pull request review tools for a Python and TypeScript codebase — which ones require the least configuration to get useful feedback from day one? #### Brand position by platform Google-ai-mode: Not available Perplexity: Not available Bing-copilot-search: Not available Chatgpt-search: Not available Google-ai: Not available Xai-search: Not available #### Platform rows ##### Google-ai-mode ##### Perplexity | Display name | Position | | --- | --- | | CodeRabbit | 1 | ##### Bing-copilot-search ##### Chatgpt-search ##### Google-ai ##### Xai-search - Prompt text: What code quality platforms scale to thousands of PRs per day without degrading analysis quality or response time? #### Brand position by platform Google-ai-mode: Not available Perplexity: Not available Bing-copilot-search: Not available Chatgpt-search: Not available Google-ai: Not available Xai-search: Not available #### Platform rows ##### Google-ai-mode ##### Perplexity | Display name | Position | | --- | --- | | SonarSource | 1 | | Codacy | 3 | | DeepSource | 5 | ##### Bing-copilot-search ##### Chatgpt-search | Display name | Position | | --- | --- | | Codacy | 2 | ##### Google-ai | Display name | Position | | --- | --- | | Graphite | 1 | ##### Xai-search - Prompt text: What code quality platforms have the lowest false positive rate so developers don't spend time dismissing irrelevant warnings? #### Brand position by platform Google-ai-mode: Not available Perplexity: Not available Bing-copilot-search: Not available Chatgpt-search: 2 Google-ai: Not available Xai-search: Not available #### Platform rows ##### Google-ai-mode ##### Perplexity | Display name | Position | | --- | --- | | SonarSource | 2 | | DeepSource | 4 | | Greptile | 6 | ##### Bing-copilot-search ##### Chatgpt-search | Display name | Position | | --- | --- | | SonarSource | 1 | | Semgrep | 2 | ##### Google-ai | Display name | Position | | --- | --- | | Sourcegraph | 1 | ##### Xai-search - Prompt text: Which code quality tools let teams define custom rules and guardrails specific to their architecture so the tool enforces their own conventions? #### Brand position by platform Google-ai-mode: Not available Perplexity: Not available Bing-copilot-search: Not available Chatgpt-search: Not available Google-ai: Not available Xai-search: Not available #### Platform rows ##### Google-ai-mode ##### Perplexity ##### Bing-copilot-search ##### Chatgpt-search | Display name | Position | | --- | --- | | SonarSource | 4 | ##### Google-ai | Display name | Position | | --- | --- | | Greptile | 2 | ##### Xai-search - Prompt text: Which AI review tools handle very large pull requests with 500+ changed files without timing out or producing incomplete feedback? #### Brand position by platform Google-ai-mode: Not available Perplexity: Not available Bing-copilot-search: Not available Chatgpt-search: Not available Google-ai: Not available Xai-search: Not available #### Platform rows ##### Google-ai-mode ##### Perplexity | Display name | Position | | --- | --- | | CodeRabbit | 1 | ##### Bing-copilot-search ##### Chatgpt-search | Display name | Position | | --- | --- | | Codacy | 2 | | CodeRabbit | 4 | ##### Google-ai | Display name | Position | | --- | --- | | Sourcegraph | 2 | | Greptile | 3 | ##### Xai-search - Prompt text: Which AI code review tools maintain consistent review quality across a polyglot repository with Go, Python, and TypeScript services? #### Brand position by platform Google-ai-mode: Not available Perplexity: Not available Bing-copilot-search: Not available Chatgpt-search: Not available Google-ai: Not available Xai-search: Not available #### Platform rows ##### Google-ai-mode ##### Perplexity | Display name | Position | | --- | --- | | Greptile | 1 | | CodeRabbit | 3 | ##### Bing-copilot-search ##### Chatgpt-search | Display name | Position | | --- | --- | | Qodo | 1 | | CodeRabbit | 4 | | Greptile | 5 | ##### Google-ai | Display name | Position | | --- | --- | | Sourcegraph | 4 | ##### Xai-search - Prompt text: What AI code review tools integrate with IDE plugins so developers get the same automated feedback locally before pushing a pull request? #### Brand position by platform Google-ai-mode: Not available Perplexity: Not available Bing-copilot-search: Not available Chatgpt-search: Not available Google-ai: Not available Xai-search: Not available #### Platform rows ##### Google-ai-mode | Display name | Position | | --- | --- | | Snyk | 3 | ##### Perplexity | Display name | Position | | --- | --- | | Qodo | 1 | | SonarSource | 3 | ##### Bing-copilot-search ##### Chatgpt-search ##### Google-ai | Display name | Position | | --- | --- | | Sourcegraph | 1 | ##### Xai-search - Prompt text: Which AI code review tools can be added to a pull request workflow in under 30 minutes with no changes to existing CI pipelines? #### Brand position by platform Google-ai-mode: Not available Perplexity: Not available Bing-copilot-search: Not available Chatgpt-search: Not available Google-ai: Not available Xai-search: Not available #### Platform rows ##### Google-ai-mode ##### Perplexity | Display name | Position | | --- | --- | | Greptile | 3 | | DeepSource | 6 | ##### Bing-copilot-search | Display name | Position | | --- | --- | | Qodo | 6 | ##### Chatgpt-search | Display name | Position | | --- | --- | | Greptile | 2 | ##### Google-ai | Display name | Position | | --- | --- | | Sourcegraph | 1 | ##### Xai-search - Prompt text: Which code quality platforms integrate with issue trackers to automatically create tickets for critical issues found during code review? #### Brand position by platform Google-ai-mode: Not available Perplexity: 1 Bing-copilot-search: Not available Chatgpt-search: 1 Google-ai: Not available Xai-search: Not available #### Platform rows ##### Google-ai-mode ##### Perplexity | Display name | Position | | --- | --- | | Semgrep | 1 | | SonarSource | 3 | ##### Bing-copilot-search ##### Chatgpt-search | Display name | Position | | --- | --- | | Semgrep | 1 | | Codacy | 2 | | Snyk | 3 | ##### Google-ai ##### Xai-search - Prompt text: What are the best automated code quality tools for a team of 15 engineers that wants to enforce standards without a dedicated security engineer? #### Brand position by platform Google-ai-mode: Not available Perplexity: 3 Bing-copilot-search: Not available Chatgpt-search: 3 Google-ai: Not available Xai-search: Not available #### Platform rows ##### Google-ai-mode ##### Perplexity | Display name | Position | | --- | --- | | SonarSource | 1 | | Semgrep | 3 | ##### Bing-copilot-search ##### Chatgpt-search | Display name | Position | | --- | --- | | Semgrep | 3 | ##### Google-ai | Display name | Position | | --- | --- | | Sourcegraph | 3 | ##### Xai-search - Prompt text: Which AI PR review platforms support self-hosted deployments that keep code on-premises and don't send source code to third-party models? #### Brand position by platform Google-ai-mode: Not available Perplexity: Not available Bing-copilot-search: Not available Chatgpt-search: 7 Google-ai: Not available Xai-search: Not available #### Platform rows ##### Google-ai-mode | Display name | Position | | --- | --- | | Sourcegraph | 1 | | CodeRabbit | 2 | ##### Perplexity | Display name | Position | | --- | --- | | CodeRabbit | 3 | | Greptile | 5 | ##### Bing-copilot-search ##### Chatgpt-search | Display name | Position | | --- | --- | | Qodo | 3 | | Greptile | 4 | | Semgrep | 7 | ##### Google-ai | Display name | Position | | --- | --- | | Qodo | 3 | ##### Xai-search - Prompt text: Which AI code review tools can detect security vulnerabilities and insecure coding patterns across multiple languages in the same repository? #### Brand position by platform Google-ai-mode: Not available Perplexity: Not available Bing-copilot-search: Not available Chatgpt-search: 1 Google-ai: Not available Xai-search: Not available #### Platform rows ##### Google-ai-mode ##### Perplexity | Display name | Position | | --- | --- | | CodeRabbit | 1 | ##### Bing-copilot-search | Display name | Position | | --- | --- | | DeepSource | 1 | ##### Chatgpt-search | Display name | Position | | --- | --- | | Semgrep | 1 | | Snyk | 2 | | CodeRabbit | 3 | | Qodo | 4 | ##### Google-ai ##### Xai-search - Prompt text: What AI code review platforms are popular with engineering leads who want to spend less time on repetitive PR feedback and more on architectural comments? #### Brand position by platform Google-ai-mode: Not available Perplexity: Not available Bing-copilot-search: Not available Chatgpt-search: Not available Google-ai: Not available Xai-search: Not available #### Platform rows ##### Google-ai-mode ##### Perplexity | Display name | Position | | --- | --- | | Qodo | 1 | | Greptile | 4 | ##### Bing-copilot-search ##### Chatgpt-search | Display name | Position | | --- | --- | | CodeRabbit | 2 | | Greptile | 3 | ##### Google-ai ##### Xai-search - Prompt text: What AI code review tools can analyze infrastructure-as-code files alongside application code for a full-stack security posture review? #### Brand position by platform Google-ai-mode: Not available Perplexity: Not available Bing-copilot-search: Not available Chatgpt-search: 3 Google-ai: Not available Xai-search: Not available #### Platform rows ##### Google-ai-mode ##### Perplexity | Display name | Position | | --- | --- | | Qodo | 4 | | Greptile | 5 | | SonarSource | 6 | | DeepSource | 7 | ##### Bing-copilot-search ##### Chatgpt-search | Display name | Position | | --- | --- | | Snyk | 2 | | Semgrep | 3 | ##### Google-ai ##### Xai-search - Prompt text: Which AI code review tools complete their analysis fast enough to not delay a PR workflow — which ones consistently finish within 2 minutes? #### Brand position by platform Google-ai-mode: Not available Perplexity: Not available Bing-copilot-search: Not available Chatgpt-search: Not available Google-ai: Not available Xai-search: Not available #### Platform rows ##### Google-ai-mode ##### Perplexity ##### Bing-copilot-search ##### Chatgpt-search | Display name | Position | | --- | --- | | Greptile | 4 | ##### Google-ai ##### Xai-search - Prompt text: Which AI code review tools give feedback that engineers actually find useful — not just style nitpicks but real logic and security issues? #### Brand position by platform Google-ai-mode: Not available Perplexity: Not available Bing-copilot-search: Not available Chatgpt-search: Not available Google-ai: Not available Xai-search: Not available #### Platform rows ##### Google-ai-mode ##### Perplexity | Display name | Position | | --- | --- | | Qodo | 3 | | Greptile | 5 | ##### Bing-copilot-search | Display name | Position | | --- | --- | | SonarSource | 3 | ##### Chatgpt-search | Display name | Position | | --- | --- | | CodeRabbit | 2 | | Greptile | 3 | | Qodo | 5 | ##### Google-ai | Display name | Position | | --- | --- | | Sourcegraph | 4 | ##### Xai-search - Prompt text: Looking for a code quality tool that feeds results into a security dashboard for CISO-level reporting — which platforms have strong SIEM and security integrations? #### Brand position by platform Google-ai-mode: Not available Perplexity: Not available Bing-copilot-search: Not available Chatgpt-search: Not available Google-ai: Not available Xai-search: Not available #### Platform rows ##### Google-ai-mode ##### Perplexity | Display name | Position | | --- | --- | | SonarSource | 1 | ##### Bing-copilot-search ##### Chatgpt-search | Display name | Position | | --- | --- | | SonarSource | 3 | ##### Google-ai ##### Xai-search - Prompt text: What AI code review tools have the smoothest version control platform integration so reviews appear inline on diffs automatically on every PR? #### Brand position by platform Google-ai-mode: Not available Perplexity: Not available Bing-copilot-search: Not available Chatgpt-search: Not available Google-ai: Not available Xai-search: Not available #### Platform rows ##### Google-ai-mode ##### Perplexity | Display name | Position | | --- | --- | | Qodo | 4 | | Greptile | 6 | ##### Bing-copilot-search ##### Chatgpt-search | Display name | Position | | --- | --- | | CodeRabbit | 1 | | Greptile | 4 | ##### Google-ai ##### Xai-search - Prompt text: What code quality platforms track technical debt trends over time and show whether the team is paying it down or accumulating more? #### Brand position by platform Google-ai-mode: Not available Perplexity: Not available Bing-copilot-search: Not available Chatgpt-search: Not available Google-ai: Not available Xai-search: Not available #### Platform rows ##### Google-ai-mode ##### Perplexity | Display name | Position | | --- | --- | | SonarSource | 1 | | Codacy | 5 | ##### Bing-copilot-search ##### Chatgpt-search | Display name | Position | | --- | --- | | SonarSource | 1 | | Codacy | 2 | ##### Google-ai | Display name | Position | | --- | --- | | Codacy | 1 | ##### Xai-search ## Top sources | Url | Title | Domain | Logo url | Source vertical | Content type | Citation count | Last30d count | | --- | --- | --- | --- | --- | --- | --- | --- | | https://semgrep.dev/pricing/ | Pricing and Plans \| AppSec Platform SAST, SCA, and Secrets \| Semgrep | semgrep.dev | https://izgwnlozsmjmqjsnddmg.supabase.co/storage/v1/object/public/domain-logos/9dbab6f8-54b2-49a0-8181-89a0ed130318/cdac0d71-a73b-4985-abfa-c782edd883da/96ec1c20527ac5dc7441973db400208df3b7b4ec.png | commercial | product_page | 3 | 3 | | https://semgrep.dev/docs/semgrep-ci/sample-ci-configs | Sample CI configurations \| Semgrep | semgrep.dev | https://izgwnlozsmjmqjsnddmg.supabase.co/storage/v1/object/public/domain-logos/9dbab6f8-54b2-49a0-8181-89a0ed130318/cdac0d71-a73b-4985-abfa-c782edd883da/96ec1c20527ac5dc7441973db400208df3b7b4ec.png | commercial | product_page | 3 | 3 | | https://github.com/semgrep/semgrep | GitHub - semgrep/semgrep: Lightweight static analysis for many languages. Find bug variants with patterns that look like source code. · GitHub | github.com | https://izgwnlozsmjmqjsnddmg.supabase.co/storage/v1/object/public/domain-logos/9dbab6f8-54b2-49a0-8181-89a0ed130318/cdac0d71-a73b-4985-abfa-c782edd883da/da081bd1b0ff25c7292841de4348003ffe1a94f3.png | commercial | documentation | 2 | 2 | | https://semgrep.dev/docs/semgrep-appsec-platform/jira | Jira \| Semgrep | semgrep.dev | https://izgwnlozsmjmqjsnddmg.supabase.co/storage/v1/object/public/domain-logos/9dbab6f8-54b2-49a0-8181-89a0ed130318/cdac0d71-a73b-4985-abfa-c782edd883da/96ec1c20527ac5dc7441973db400208df3b7b4ec.png | commercial | documentation | 1 | 1 | | https://docs.semgrep.dev/usage-and-billing/overview | Usage and billing | docs.semgrep.dev | Not available | commercial | documentation | 1 | 1 | | https://semgrep.dev/docs/workflows/overview | Workflows (beta) \| Semgrep | semgrep.dev | https://izgwnlozsmjmqjsnddmg.supabase.co/storage/v1/object/public/domain-logos/9dbab6f8-54b2-49a0-8181-89a0ed130318/cdac0d71-a73b-4985-abfa-c782edd883da/96ec1c20527ac5dc7441973db400208df3b7b4ec.png | commercial | product_page | 1 | 1 | | https://semgrep.dev/blog/2026/operationalizing-ai-powered-detection/ | Operationalizing AI-Powered Detection \| Semgrep | semgrep.dev | https://izgwnlozsmjmqjsnddmg.supabase.co/storage/v1/object/public/domain-logos/9dbab6f8-54b2-49a0-8181-89a0ed130318/cdac0d71-a73b-4985-abfa-c782edd883da/96ec1c20527ac5dc7441973db400208df3b7b4ec.png | commercial | blog_post | 1 | 1 | | https://semgrep.dev/products/product-updates/updated-jira-integration-just-made-workflows-a-whole-lot-easier/ | Updated Jira integration with embedded remediation guidance \| Semgrep | semgrep.dev | https://izgwnlozsmjmqjsnddmg.supabase.co/storage/v1/object/public/domain-logos/9dbab6f8-54b2-49a0-8181-89a0ed130318/cdac0d71-a73b-4985-abfa-c782edd883da/96ec1c20527ac5dc7441973db400208df3b7b4ec.png | commercial | blog_post | 1 | 1 | ## Response excerpts | Prompt text | Platform | Excerpt | | --- | --- | --- | | What AI code review tools can analyze infrastructure-as-code files alongside application code for a full-stack security posture review? | perplexity | Semgrep — Provides security-focused static analysis for application languages and can be extended to Terraform and other configuration formats with rules. | | Which AI code review tools can detect security vulnerabilities and insecure coding patterns across multiple languages in the same repository? | perplexity | CodeRabbit with integrated security analyzers — In addition to its AI reasoning, CodeRabbit can automatically select tools such as Semgrep and OpenGrep based on the languages and file types detected in a repository. | | Which AI code review tools give feedback that engineers actually find useful — not just style nitpicks but real logic and security issues? | perplexity | Pair one of the above with a purpose-built security scanner such as Snyk Code, Semgrep, or CodeQL; security-first tools are designed around vulnerability and data-flow analysis, while AI PR reviewers add contextual reasoning about the change. | ## Competitor excerpts | Platform | Competitor name | Excerpt | | --- | --- | --- | | google-ai-mode | Sourcegraph | Sourcegraph * CodeRabbit IDE Extension : Available for VS Code, Cursor, Windsurf, and JetBrains-based environments. | | google-ai-mode | CodeRabbit | CodeRabbit IDE Extension : Available for VS Code, Cursor, Windsurf, and JetBrains-based environments. | | perplexity | CodeRabbit | ...nd self-hostable \| Can be configured with locally deployed LLMs, making it suitable for air-gapped environments [2] \| \| CodeRabbit Self-Hosted \| Enterprise/container deployment in your infrastructure \| The application and Git integration stay inside... | | chatgpt-search | Qodo | \[1\] \| \| PR-Agent \| Yes \| Yes via LiteLLM/local models \| Yes \| Open-source Qodo project; when self-hosted, code goes directly to the LLM provider you configure, not Qodo. | | google-ai | Qodo | Enterprise Platforms with On-Premises / Single-Tenant Options (e.g., Qodo / CodiumAI) * How it works: Commercial AI review tools like Qodo offer explicit enterprise-grade deployment models, including on-premises or single-tenant options d... | | perplexity | CodeRabbit | ...te your team’s review preferences over time, the strongest options I found are: \| Tool \| How it learns \| Best fit \| \|---\|---\|---\| \| CodeRabbit \| Builds context from the codebase, dependencies, history, past PRs, coding guidelines, and linked issues. | | chatgpt-search | Greptile | ...\| Tool \| Codebase context \| Learns from review history/feedback \| Best fit \| \| --- \| --- \| --- \| --- \| \| Greptile \| Full repo graph, including dependencies \| Yes — explicitly learns from reactions, tags, merged code, and PR co... | | chatgpt-search | Qodo | ...tly learns from reactions, tags, merged code, and PR comments \| Teams wanting deep architectural/contextual review \| \| Qodo \| Full/cross-repo context \| Yes — its Rules Miner turns recurring PR comments and reviewer decisions into enforcea... | | google-ai | Sourcegraph | Sourcegraph ### Top AI PR Review Tools with Codebase Context & Adaptation \| Tool \| How it Learns / Adapts \| Best For \| \| --- \| --- \| --- \| \| CodeRabbit \| Features repository-level "Learnings" and config orchestration that adjust future feedba... | | perplexity | Codacy | [1][2] \| \| Codacy \| Best for straightforward coverage and issue gates \| Supports gates for newly introduced issues by severity, security issues, coverage variation, and diff coverage. | | chatgpt-search | DeepSource | ...--- \| --- \| \| SonarQube \| Yes \| Yes \| GitHub/GitLab/Azure DevOps + CI \| Broad, mature quality gates \| \| DeepSource \| Yes \| Yes \| GitHub/GitLab/Bitbucket/Azure DevOps \| Modern PR-centric workflow \| \| Qodana \| Yes \|... | | perplexity | Codacy | \| \| Codacy \| Offers prioritized PR analysis for faster results and scans every new pull/merge request in real time.[3] However, its documentation notes that repository characteristics can impose analysis limits, potentially affecting supported metri... | ## Trend Visibility delta: 2.9714285714285706 Avg position delta: 0.4142857142857146 Citation count delta: 3