Software Alternatives, Accelerators & Startups

useSherlock.ai VS CodeRabbit

Compare useSherlock.ai VS CodeRabbit and see what are their differences

useSherlock.ai logo useSherlock.ai

An AI call detective in Slack. Ask about your calls in plain English โ€” it investigates Twilio, ElevenLabs & Genesys among many other aservices and answers in seconds. Slack-native forensics for Twilio + ElevenLabs call failures

CodeRabbit logo CodeRabbit

Unleash AI on Your Code Reviews with CodeRabbit
  • useSherlock.ai Sherlock AI on Slack
    Sherlock AI on Slack //
    2026-03-02
  • useSherlock.ai Sherlock Calls investigating issues
    Sherlock Calls investigating issues //
    2026-03-02
  • useSherlock.ai Sherlock Calls answers to questions
    Sherlock Calls answers to questions //
    2026-03-02
  • useSherlock.ai Sherlock Calls in action
    Sherlock Calls in action //
    2026-03-02
  • useSherlock.ai Sherlock Calls you AI Call Detective
    Sherlock Calls you AI Call Detective //
    2026-03-02

Sherlock Calls investigates failed voice AI calls and posts the findings in Slack: a correlated cross-provider timeline, root cause with evidence, and first checks in triage order โ€” giving voice AI observability to telephony engineers and on-call SREs without new dashboards.

When a Twilio, ElevenLabs, Vapi, Retell AI, Genesys, or Amazon Connect call fails, the evidence is split across providers with misaligned timestamps and call identifiers. Sherlock connects to your stack via OAuth, correlates all events automatically, and posts a structured incident case file in the same Slack thread where the alert fired. Free to start โ€” 100 credits, no credit card. Team plans from $50/month.

  • CodeRabbit Landing page
    Landing page //
    2024-07-02

useSherlock.ai

$ Details
Free Trial
Platforms
Slack ElevenLabs Twilio Genesys Hubspot Google Aircall Amazon Datadog Stripe
Release Date
2026 February
Startup details
Country
Spain
State
Madrid
City
Madrid
Founder(s)
Jorge, Borja, Jose
Employees
1 - 9

CodeRabbit

Pricing URL
-
$ Details
Platforms
-
Release Date
-

useSherlock.ai features and specs

  • CALL INVESTIGATION
    Ask Sherlock Calls about any call in Slack. Get details, status, duration, events, and errors from Twilio or Genesys in one question โ€” it fetches everything automatically.
  • TRANSCRIPT ANALYSIS
    Search through ElevenLabs conversation transcripts right from Slack. Find specific moments, keywords, or patterns across hundreds of calls instantly.
  • MARKETING & ADS INSIGHTS
    Correlate call outcomes with ad campaigns. Ask "Which Google Ads campaign drove the most qualified calls this week?" and Sherlock Calls cross-references call data with Google Ads, Meta Ads, and Analytics.
  • CRM SYNC & ENRICHMENT
    Sherlock Calls connects to HubSpot, Salesforce, and Dynamics 365 to enrich call data with CRM context. Ask "What deal stage is the caller from +34 611...?" and get the full picture โ€” calls, contacts, and pipeline in one answer.
  • COST BREAKDOWN
    Ask "What did calls cost this week?" in Slack and get an instant breakdown by provider. Spot anomalies, track spending trends, and optimize per-call economics.
  • CROSS-SERVICE CORRELATION
    Sherlock Calls builds a unified timeline across Twilio, ElevenLabs, your CRM, and ad platforms. See the full journey โ€” from ad click to call to deal closed โ€” posted as a clean thread in Slack.
  • MULTI-CHANNEL, MULTI-PROVIDER
    Works in Slack today, with WhatsApp, Telegram, and email coming soon. Connects to voice providers, CRMs, ad platforms, and analytics โ€” each integration is a plugin.

CodeRabbit features and specs

  • Efficiency
    CodeRabbit streamlines the coding process by automating repetitive tasks, which allows developers to focus on more complex coding challenges and potentially accelerate project timelines.
  • Collaboration
    The platform provides tools for enhanced collaboration, enabling developers to work together more effectively by sharing code snippets and integrating feedback loops.
  • User-Friendly Interface
    CodeRabbit offers an intuitive user interface that makes it accessible to both novice and experienced developers, helping them to navigate tools and features with ease.
  • Integration Capabilities
    It supports integration with various existing development environments and tools, thereby fitting seamlessly into developers' existing workflows.

Possible disadvantages of CodeRabbit

  • Learning Curve
    New users might face a learning curve when adapting to CodeRabbit's unique features and functionalities, which could slow down initial adoption.
  • Limited Customization
    Some users may find the customization options restrictive, as the platform might not cater to specific or niche coding needs outside the mainstream functionalities.
  • Dependency
    Relying heavily on CodeRabbit's automated tools might lead to developers becoming less proficient in manual coding tasks over time.
  • Cost
    The platform may involve subscription fees or additional costs for premium features, which could be a barrier for individual developers or small startups.

Category Popularity

0-100% (relative to useSherlock.ai and CodeRabbit)
Voice Calling Assistant
100 100%
0% 0
Developer Tools
0 0%
100% 100
Slack
100 100%
0% 0
AI
3 3%
97% 97

Questions & Answers

As answered by people managing useSherlock.ai and CodeRabbit.

What makes your product unique?

useSherlock.ai's answer

Sherlock Calls is the only tool that correlates voice AI call events across multiple providers (Twilio, ElevenLabs, Vapi, Retell AI, etc.) into a single incident case file posted in Slack. Most observability tools show dashboards. Sherlock answers specific questions like why did this call fail? The output is a Slack thread with a timestamped cross-provider timeline, root cause with evidence, troubleshooting options, and first checks in triage order, not another screen to monitor.

Why should a person choose your product over its competitors?

useSherlock.ai's answer

Generic APM tools like Datadog and New Relic were not built for voice AI stacks. They don't understand the relationship between Twilio telephony events and ElevenLabs TTS behavior, or how webhook delivery timing affects call outcomes. Sherlock is purpose-built for cross-provider voice call correlation. Setup is OAuth-only. 60 seconds, no code changes, no agent installation.

How would you describe the primary audience of your product?

useSherlock.ai's answer

Engineering teams running voice AI in production: telephony engineers, on-call SREs, voice AI operators, and technical founders whose product relies on AI phone agents built on Twilio, Genesys, ElevenLabs, Vapi, or Retell AI, among others.

What's the story behind your product?

useSherlock.ai's answer

Built by Borja, Jorge and Jose after years working in the voice AI and telephony space. Every call failure investigation followed the same pattern: open the Twilio console, open the ElevenLabs dashboard, pull webhook logs, reconcile timestamps manually, guess at the root cause. Two to three hours per incident. They kept asking why no tool just answered the question. When they looked and found nothing purpose-built for voice AI stacks, they built it themselves.

Which are the primary technologies used for building your product?

useSherlock.ai's answer

Next.js, TypeScript, Supabase (PostgreSQL), All major LLMs, Slack API, Stripe, Vercel, Resend, Supabase

Who are some of the biggest customers of your product?

useSherlock.ai's answer

We are our own first clients and we are seeking other like-minded individuals and teams facing the same problems that could try our product and provide us with some feedback.

User comments

Share your experience with using useSherlock.ai and CodeRabbit. For example, how are they different and which one is better?
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Social recommendations and mentions

Based on our record, CodeRabbit seems to be more popular. It has been mentiond 25 times since March 2021. We are tracking product recommendations and mentions on various public social media platforms and blogs. They can help you identify which product is more popular and what people think of it.

useSherlock.ai mentions (0)

We have not tracked any mentions of useSherlock.ai yet. Tracking of useSherlock.ai recommendations started around Mar 2026.

CodeRabbit mentions (25)

  • Introducing fulgur: a blazing fast HTML-to-PDF engine in Rust โ€” no browser required
    I run Devin Review and CodeRabbit on every PR. PDF spec edge cases and CSS layout corner cases are exactly the kind of thing where having a second pair of eyes matters, and as a solo maintainer I don't have human reviewers. Both tools have caught real issues, especially around pagination edge cases. - Source: dev.to / 3 months ago
  • How to Use CodeRabbit for Automated Pull Request Reviews
    Navigate to coderabbit.ai and click the "Get Started Free" button. CodeRabbit supports sign-up through four Git platforms:. - Source: dev.to / 4 months ago
  • CodeRabbit Security: How AI Detects Vulnerabilities
    Install CodeRabbit from coderabbit.ai and connect your repositories. - Source: dev.to / 4 months ago
  • CodeRabbit GitHub Integration: Setup Guide
    Open coderabbit.ai in your browser and click the "Get Started Free" button. - Source: dev.to / 4 months ago
  • CodeRabbit Azure DevOps: Setting Up AI Code Review
    Alternatively, you can start at coderabbit.ai, click "Get Started Free," and select Azure DevOps as your platform. This path takes you through CodeRabbit's onboarding flow which guides you through the Marketplace installation and PAT setup together. - Source: dev.to / 4 months ago
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What are some alternatives?

When comparing useSherlock.ai and CodeRabbit, you can also consider the following products

Datadog - See metrics from all of your apps, tools & services in one place with Datadog's cloud monitoring as a service solution. Try it for free.

Graphite - Graphite is a highly scalable real-time graphing system.

Sentry.io - From error tracking to performance monitoring, developers can see what actually matters, solve quicker, and learn continuously about their applications - from the frontend to the backend.

Ellipsis - Ellipsis is an AI developer tool that can review code, fix bugs, and more.

NewRelic - New Relic is a Software Analytics company that makes sense of billions of metrics across millions of apps. We help the people who build modern software understand the stories their data is trying to tell them.

GitHub - Originally founded as a project to simplify sharing code, GitHub has grown into an application used by over a million people to store over two million code repositories, making GitHub the largest code host in the world.