Software Alternatives, Accelerators & Startups

ScamVerify VS Haystack Analytics

Compare ScamVerify VS Haystack Analytics and see what are their differences

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ScamVerify logo ScamVerify

AI powered threat intelligence platform that verifies phone numbers, websites, text messages, and emails for scam risk using federal complaint databases, carrier data, malware threat feeds, and community reports

Haystack Analytics logo Haystack Analytics

Software Delivery Analytics Tool for Engineering Teams. Deliver Software Faster, Better, and more Predictably.
  • ScamVerify ScamVerify - Desktop and Mobile
    ScamVerify - Desktop and Mobile //
    2026-03-09
  • ScamVerify ScamVerify AI Full Analysis with Federal Compliant Data
    ScamVerify AI Full Analysis with Federal Compliant Data //
    2026-03-09

ScamVerify is an AI powered threat intelligence platform that helps consumers verify phone numbers, websites, text messages, and emails for scam risk.

How It Works

Every lookup cross-references multiple data sources and delivers an AI synthesized risk assessment with a 0-100 risk score and plain English verdict.

Data Sources - FTC Do Not Call Registry (2.4M+ complaint records) - FCC Consumer Complaints (443K+ records) - Telecom carrier forensics (line type, caller name, carrier risk) - Malware threat feeds (URLhaus, ThreatFox covering 50,000+ malicious domains) - Robocall detection systems - Community reports from verified users

Verification Channels

  • Phone numbers
  • Websites and URLs
  • Text messages (SMS/iMessage)
  • Emails (headers and body analysis)
  • Voicemail and QR codes (coming soon)

Pricing

Free tier includes complimentary lookups with full risk scores and verdicts. Paid plans ($4.99 to $24.99/mo) unlock additional lookups, detailed FTC/FCC complaint history, carrier forensics, AI narrative analysis, and downloadable PDF reports.

Built By

Founded in 2026 by a technology executive with 25 years of enterprise platform experience and a background in fraud detection systems at scale.

  • Haystack Analytics Haystack -software engineering intelligence
    Haystack -software engineering intelligence //
    2025-02-04
  • Haystack Analytics Software delivery optimization
    Software delivery optimization //
    2025-02-04
  • Haystack Analytics Developer Productivity Tool
    Developer Productivity Tool //
    2025-02-04
  • Haystack Analytics Deliver Software Faster, Better, and more Predictably.
    Deliver Software Faster, Better, and more Predictably. //
    2025-02-04

Haystack is a real-time delivery analytics platform designed for engineering leaders like CTOs, VPs of Engineering, Directors of Software Engineering, and Engineering Managers. Haystack provides actionable insights that enable data-driven decision-making, aligning engineering performance with business objectives. Haystack platform integrates seamlessly with essential developer tools like GitHub and JIRA, offering a comprehensive view of team productivity and delivery efficiency.

Leading companies like AngelList, Shutterstock, Schneider Electric, and many more trust Haystack to optimize their development processes. By transforming historical Git data into objective insights, we help you identify bottlenecks and visualize trends, ensuring timely project delivery and sustained business growth. Our analytics dashboard allows you to monitor critical metrics such as cycle time, making it easier to spot inefficiencies before they escalate into costly delays.

Haystack helps engineering leaders to mitigate risks and improve workflow efficiency. With a unified view of the entire delivery lifecycle, you can track KPIs, compare performance trends, and make informed decisions that drive measurable outcomes. Our platform goes beyond merely measuring productivity; it equips you with the tools to foster continuous improvement and innovation within your teams.

Designed to scale with your organization, Haystack is the competitive advantage that data-driven engineering teams need to thrive. By leveraging analytics, you can transform your engineering operations, enhance collaboration, and accelerate your path to market success. Join top companies in harnessing the power of Haystack for a more efficient and effective engineering process.

ScamVerify

$ Details
freemium $4.99 / Monthly (Starter, 50 lookups/mo )
Platforms
Web
Release Date
2026 January
Startup details
Country
United States
State
CA
City
Pasadena
Employees
1 - 9

Haystack Analytics

$ Details
paid Free Trial $20 / Monthly (Per Dev)
Platforms
Browser
Release Date
2019 May
Startup details
Country
United States
State
California
Founder(s)
Julian Colina, Kan Yilmaz
Employees
1 - 9

ScamVerify features and specs

  • AI analysis
    GPT-4o-mini primary, Claude Sonnet fallback
  • Verification Channels
    Phone, Website, Text, Email, Voicemail, QR Code
  • Data Sources
    FTC, FCC, carrier databases, malware threat feeds, community reports
  • Risk Scoring
    0-100 proprietary risk score with plain English verdict
  • Threat Database
    10M+ FTC records, 100K+ malicious domains
  • Free Tier
    Yes, free lookups included
  • Paid Plans
    $4.99 - $24.99/mo
  • API
    B2B self-serve
  • Auth
    Magic link, Google OAuth
  • Platform
    Web (all browsers, desktop and mobile)

Haystack Analytics features and specs

  • Improved Visibility
    Haystack Analytics provides detailed insights into team performance and project progress, enabling better visibility across development cycles.
  • Data-Driven Decisions
    With its comprehensive analytics, teams can use data to make informed decisions, helping to optimize the development process and resource allocation.
  • Integration Capabilities
    Haystack integrates with popular tools and platforms such as GitHub, making it easier to onboard and utilize within existing workflows.
  • Real-Time Monitoring
    The platform offers real-time monitoring of development metrics, which helps in identifying bottlenecks and addressing issues swiftly.
  • Improved Collaboration
    Enhanced visibility and data sharing can improve collaboration among team members and across different departments.

Possible disadvantages of Haystack Analytics

  • Cost Considerations
    Haystack Analytics might pose significant costs, especially for smaller teams or startups with limited budgets.
  • Learning Curve
    Team members may require time to familiarize themselves with the tool, which could lead to an initial dip in productivity.
  • Data Privacy Concerns
    Integrating with external platforms and tools may raise concerns about data privacy and security for some organizations.
  • Over-Reliance on Metrics
    Focusing too much on quantitative metrics might overshadow qualitative insights and lead to a narrow view of team performance.
  • Potential for Misinterpretation
    Without proper context, the analytics and data provided could be misinterpreted, leading to incorrect decisions.

Analysis of ScamVerify

Overall verdict

  • I don't have verified, reliable information about ScamVerify (scamverify.ai) to make a confident assessment of its quality, accuracy, or trustworthiness. I don't have specific knowledge of this particular service in my training data, and I want to avoid speculating about a tool that helps people detect scams, since inaccurate claims could be harmful.

Why this product is good

  • I cannot verify the accuracy, methodology, or track record of scamverify.ai's scam-detection claims
  • Scam-detection tools vary widely in quality, and false confidence in an unverified service could lead to financial harm
  • I don't have access to real-time data, user reviews, or independent audits of this specific website
  • Legitimate assessment would require checking things like company transparency, data sources, false positive/negative rates, and independent reviews

Recommended for

  • Users should independently verify this service by checking for company registration details, reading independent third-party reviews (e.g., Trustpilot, Reddit discussions), looking for transparency about their detection methodology, and cross-referencing any scam alerts with other established sources like the BBB, FTC, or consumer protection agencies before relying on it

ScamVerify videos

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Haystack Analytics videos

Haystack (YC W21)

Category Popularity

0-100% (relative to ScamVerify and Haystack Analytics)
Fraud Detection And Prevention
Software Engineering
0 0%
100% 100
Cyber Security
100 100%
0% 0
Data Dashboard
0 0%
100% 100

Questions & Answers

As answered by people managing ScamVerify and Haystack Analytics.

How would you describe the primary audience of your product?

ScamVerify's answer

Everyday consumers who receive suspicious phone calls, text messages, or emails and want a fast, honest answer about whether it is a scam. Secondary audience includes small business owners verifying unknown contacts and adult children helping protect elderly parents from phone fraud.

Haystack Analytics's answer:

Engineering Leaders and Managers

What makes your product unique?

ScamVerify's answer

ScamVerify is the only platform that combines FTC complaint data, FCC consumer complaints, telecom carrier forensics, malware threat feeds, and community reports into a single AI-synthesized risk assessment. Instead of just checking a phone number against one database, it cross-references multiple federal and industry sources and delivers a plain English verdict that anyone can understand.

Why should a person choose your product over its competitors?

ScamVerify's answer

Most competitors focus on a single channel like phone calls or websites. ScamVerify covers phone numbers, websites, text messages, and emails in one platform. The free lookup gives you a real risk score and verdict, not just a teaser to upsell you. The AI analysis explains why something is risky in plain language, not just a number or color code.

Which are the primary technologies used for building your product?

ScamVerify's answer

Next.js, TypeScript, React, Tailwind CSS, Supabase PostgreSQL, Drizzle ORM, OpenAI GPT-4o-mini, Anthropic Claude, Stripe, Vercel, Trigger.dev

What's the story behind your product?

ScamVerify's answer

ScamVerify was born from personal experience. The founder was first scammed as a college student when he tried to buy a laptop on Craigslist and the seller disappeared with his payment. Years later, his mother received a call from someone impersonating her cousin using AI voice cloning. That was the tipping point. With 25 years of experience building enterprise platforms and a background in fraud detection at Tagged, Myspace, ADP, and Hyland Software, he built ScamVerify to give consumers real tools to fight back, not black boxes with unexplained trust scores, but clear verdicts backed by government data and hard evidence.

User comments

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Social recommendations and mentions

Based on our record, Haystack Analytics seems to be more popular. It has been mentiond 2 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.

ScamVerify mentions (0)

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

Haystack Analytics mentions (2)

What are some alternatives?

When comparing ScamVerify and Haystack Analytics, you can also consider the following products

ScamAdviser - Check if a website is a scam website or a legit website. ScamAdviser helps identify if a webshop is fraudulent or infected with malware, or conducts phishing, fraud, scam and spam activities. Use our free trust and site review checker.

LinearB - LinearB delivers software leaders the insights they need to make their engineering teams better through a real-time SaaS platform. Visibility into key metrics paired with automated improvement actions enables software leaders to deliver more.

Truecaller - Find a person by a name or phone number worldwide for free using Truecaller.

GitPrime - GitPrime uses data from any Git based code repository to give management the software engineering metrics needed to move faster and optimize work patterns.

Nomorobo - Nomorobo blocks annoying robocalls, telemarketers, and phone scams.

Waydev - Waydev analyzes your codebase from Github, Gitlab, Azure DevOps & Bitbucket to help you bring out the best in your engineers work.