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People.ai vs Clay

A detailed comparison of People.ai and Clay. Find out which AI SDR solution is right for your team.

📌Key Takeaways

  • 1People.ai vs Clay: Comparing 6 criteria.
  • 2People.ai wins 1 categories, Clay wins 5, with 0 ties.
  • 3People.ai: 4.3/5 rating. Clay: 5.0/5 rating.
  • 4Overall recommendation: Clay edges ahead in this comparison.
Option A

People.ai

4.3

AI revenue operations platform that captures activity data and provides insights on accounts, opportunities, and team performance

1 wins
View full review →
Option B

Clay

5.0

Data enrichment and workflow automation platform that combines 75+ data sources for hyper-personalized outbound campaigns

5 wins
View full review →

1

People.ai wins

0

Ties

5

Clay wins

Feature Comparison

CriteriaPeople.aiClayWinner
Email Deliverability34Clay
Personalization45Clay
Automation Level45Clay
CRM Integration53People.ai
Ease of Use45Clay
Multi-channel Support45Clay

Detailed Analysis

Email Deliverability

Clay

People.ai

People.ai's email deliverability capabilities

Clay

Clay's email deliverability capabilities

Comparing email deliverability between People.ai and Clay.

Personalization

Clay

People.ai

People.ai's personalization capabilities

Clay

Clay's personalization capabilities

Comparing personalization between People.ai and Clay.

Automation Level

Clay

People.ai

People.ai's automation level capabilities

Clay

Clay's automation level capabilities

Comparing automation level between People.ai and Clay.

CRM Integration

People.ai

People.ai

People.ai's crm integration capabilities

Clay

Clay's crm integration capabilities

Comparing crm integration between People.ai and Clay.

Ease of Use

Clay

People.ai

People.ai's ease of use capabilities

Clay

Clay's ease of use capabilities

Comparing ease of use between People.ai and Clay.

Multi-channel Support

Clay

People.ai

People.ai's multi-channel support capabilities

Clay

Clay's multi-channel support capabilities

Comparing multi-channel support between People.ai and Clay.

Feature-by-Feature Breakdown

Automatic Activity Capture

Clay

People.ai

People.ai's flagship capability automatically captures every customer-facing activity across email platforms (Gmail, Outlook), calendar systems, phone calls, video conferencing tools (Zoom, Teams, Webex), and other digital channels. The system uses secure API connections and intelligent parsing to extract relevant interaction data, match it to the correct contacts and accounts in your CRM, and log activities without any manual intervention from sales representatives. This technology captures not just the occurrence of activities but also analyzes content to understand engagement quality, stakeholder involvement, and conversation topics—providing a complete picture of customer relationships that manual logging could never achieve. Eliminates 4-6 hours of weekly data entry per rep while achieving 95%+ activity capture rates, compared to 20-30% with manual logging.

Eliminates 4-6 hours of weekly data entry per rep while achieving 95%+ activity capture rates, compared to 20-30% with manual logging

Clay

Clay's waterfall enrichment engine represents a paradigm shift in how sales teams access prospect data. Rather than querying a single database and accepting whatever information is available, Clay sequentially queries multiple premium data providers in a customizable order, automatically moving to the next source when the previous one lacks the required information. This intelligent cascading approach maximizes data coverage while optimizing costs by prioritizing less expensive sources first. Users can configure enrichment waterfalls for emails, phone numbers, company data, technographics, and custom attributes, with the system automatically deduplicating and validating results. The platform supports over 50 data sources including LinkedIn Sales Navigator, Apollo, Hunter.io, Clearbit, ZoomInfo, Lusha, RocketReach, and specialized industry databases, enabling enrichment rates of 70-90% compared to the 40-50% typical of single-source solutions. Achieve dramatically higher data coverage and accuracy while reducing per-record costs through intelligent source prioritization and automatic fallback logic.

Achieve dramatically higher data coverage and accuracy while reducing per-record costs through intelligent source prioritization and automatic fallback logic

Both People.ai and Clay offer Automatic Activity Capture. People.ai's approach focuses on people., while Clay emphasizes clay's waterfall enrichment engine represents a paradigm shift in how sales teams access prospect data.. Choose based on which implementation better fits your workflow.

AI-Powered Deal Intelligence

Clay

People.ai

The platform's deal intelligence engine analyzes historical patterns from thousands of won and lost opportunities to score current deals based on engagement signals, stakeholder coverage, and activity momentum. Machine learning models continuously evaluate factors like email response rates, meeting frequency, executive involvement, and multi-threading depth to predict deal outcomes with remarkable accuracy. Sales managers receive real-time alerts when deals show warning signs—such as declining engagement, missing stakeholders, or stalled progression—enabling proactive intervention before opportunities are lost. The system also identifies which activities and engagement patterns correlate most strongly with successful closes, providing data-driven guidance for deal strategy. Improves forecast accuracy by 25-40% and enables early identification of at-risk deals, giving teams time to course-correct.

Improves forecast accuracy by 25-40% and enables early identification of at-risk deals, giving teams time to course-correct

Clay

Clay's artificial intelligence capabilities extend far beyond simple mail merge, offering sophisticated personalization that analyzes multiple data points to craft genuinely relevant outreach messages. The AI engine processes enriched prospect data including company news, recent funding rounds, job changes, technology stack, social media activity, and industry trends to generate personalized email opening lines, value propositions, and calls-to-action. Users can define custom AI prompts that incorporate their unique value propositions and messaging frameworks, ensuring generated content aligns with brand voice and sales methodology. The system can produce variations for A/B testing and automatically adapts tone based on prospect seniority, industry, and company size. Integration with GPT-4 and other large language models enables natural, human-sounding copy that avoids the robotic feel of traditional templates. Scale personalized outreach without sacrificing quality, achieving response rates 2-3x higher than generic templated messages while saving hours of manual copywriting.

Scale personalized outreach without sacrificing quality, achieving response rates 2-3x higher than generic templated messages while saving hours of manual copywriting

Both People.ai and Clay offer AI-Powered Deal Intelligence. People.ai's approach focuses on platform's deal intelligence engine analyzes historical patterns from thousands of won and lost opportunities to score current deals based on engagement signals, stakeholder coverage, and activity momentum., while Clay emphasizes clay's artificial intelligence capabilities extend far beyond simple mail merge, offering sophisticated personalization that analyzes multiple data points to craft genuinely relevant outreach messages.. Choose based on which implementation better fits your workflow.

Revenue Operations Analytics

Clay

People.ai

People.ai provides comprehensive analytics dashboards designed specifically for revenue operations teams, offering visibility into pipeline health, sales velocity metrics, activity benchmarks, and performance trends across the entire organization. The platform calculates key metrics like average deal cycle time, stage conversion rates, activity-to-outcome correlations, and territory coverage automatically from captured data. RevOps leaders can drill down from organization-wide views to individual rep performance, identifying coaching opportunities and best practices that can be scaled across the team. Custom reporting capabilities allow teams to build the specific views they need, while automated alerts notify stakeholders when metrics deviate from targets. Provides single source of truth for revenue metrics, eliminating hours of manual reporting and enabling data-driven sales management.

Provides single source of truth for revenue metrics, eliminating hours of manual reporting and enabling data-driven sales management

Clay

Clay's spreadsheet-inspired interface democratizes complex data operations, allowing non-technical users to build sophisticated prospecting workflows through an intuitive visual builder. Each column in Clay represents a data operation—whether pulling information from an API, running an AI enrichment, applying a formula, or triggering an action—creating a transparent, auditable workflow that's easy to understand and modify. Users can chain multiple operations together, with each step's output feeding into subsequent steps, enabling complex multi-stage enrichment and qualification processes. The platform supports conditional logic, allowing different enrichment paths based on prospect attributes, and includes pre-built templates for common use cases like finding decision-makers at target accounts or identifying companies using specific technologies. Version history and collaboration features enable teams to iterate on workflows together while maintaining accountability. Empower sales operations teams to build and iterate on complex prospecting workflows without engineering resources, reducing time-to-value from weeks to hours.

Empower sales operations teams to build and iterate on complex prospecting workflows without engineering resources, reducing time-to-value from weeks to hours

Both People.ai and Clay offer Revenue Operations Analytics. People.ai's approach focuses on people., while Clay emphasizes clay's spreadsheet-inspired interface democratizes complex data operations, allowing non-technical users to build sophisticated prospecting workflows through an intuitive visual builder.. Choose based on which implementation better fits your workflow.

Stakeholder Mapping & Relationship Intelligence

Clay

People.ai

The platform automatically builds comprehensive stakeholder maps for every account and opportunity by analyzing communication patterns across the organization. People.ai identifies all contacts engaged in deals, maps their roles and influence levels, tracks relationship strength based on interaction frequency and recency, and highlights gaps in stakeholder coverage. The system recognizes when key decision-makers or influencers are missing from deals, when relationships are going cold, or when competitive threats emerge based on communication patterns. This intelligence helps sales teams ensure they're building the multi-threaded relationships necessary for complex enterprise deals. Increases deal win rates by ensuring comprehensive stakeholder engagement and identifying relationship gaps before they derail opportunities.

Increases deal win rates by ensuring comprehensive stakeholder engagement and identifying relationship gaps before they derail opportunities

Clay

Clay transforms prospect list building from a tedious manual process into a streamlined, automated workflow that combines multiple data sources into unified, deduplicated lists. Users can import prospects from CRM exports, LinkedIn Sales Navigator searches, conference attendee lists, website visitor data, or any CSV file, then enrich and merge these sources while automatically identifying and resolving duplicates. The platform's intelligent matching algorithms consider multiple identifiers—email, LinkedIn URL, company domain, and name variations—to accurately consolidate records without creating false matches. Advanced filtering capabilities allow users to segment lists based on any enriched attribute, from company size and industry to technology stack and recent funding. Integration with LinkedIn Sales Navigator enables direct import of saved searches and lead lists, while API connections support automated list building from custom data sources. Consolidate fragmented prospect data from multiple sources into clean, enriched lists ready for outreach, eliminating hours of manual data cleaning and deduplication.

Consolidate fragmented prospect data from multiple sources into clean, enriched lists ready for outreach, eliminating hours of manual data cleaning and deduplication

Both People.ai and Clay offer Stakeholder Mapping & Relationship Intelligence. People.ai's approach focuses on platform automatically builds comprehensive stakeholder maps for every account and opportunity by analyzing communication patterns across the organization., while Clay emphasizes clay transforms prospect list building from a tedious manual process into a streamlined, automated workflow that combines multiple data sources into unified, deduplicated lists.. Choose based on which implementation better fits your workflow.

Sales Coaching & Performance Management

Clay

People.ai

People.ai transforms sales coaching from subjective opinion to data-driven guidance by providing managers with detailed visibility into rep activities, engagement patterns, and performance metrics. The platform benchmarks individual performance against team averages and top performers, identifying specific areas where reps can improve—whether that's email response rates, meeting frequency, multi-threading depth, or follow-up consistency. Managers can see exactly how top performers structure their deals and activities, then coach others to replicate those patterns. The system also tracks coaching effectiveness over time, showing whether interventions are translating into improved performance and outcomes. Enables targeted, data-driven coaching that improves rep performance by focusing on the specific activities that drive results.

Enables targeted, data-driven coaching that improves rep performance by focusing on the specific activities that drive results

Clay

Clay seamlessly connects with the broader sales technology stack through native integrations with major CRMs and sales engagement platforms, ensuring enriched data flows directly into existing workflows without manual export/import cycles. Bidirectional Salesforce and HubSpot integrations enable users to pull existing leads and accounts into Clay for enrichment, then push updated records back with new data fields automatically mapped to CRM properties. Integration with outreach platforms like Outreach.io, Salesloft, Apollo, and Instantly allows users to push enriched prospects directly into sequences with personalized messaging already populated. Webhook support and a robust API enable custom integrations with any system, while Zapier connectivity provides no-code integration options for teams without development resources. The platform maintains sync logs and error handling to ensure data integrity across systems. Eliminate manual data entry and ensure enriched prospect data automatically flows into CRM and outreach tools, maintaining data consistency while accelerating speed-to-outreach.

Eliminate manual data entry and ensure enriched prospect data automatically flows into CRM and outreach tools, maintaining data consistency while accelerating speed-to-outreach

Both People.ai and Clay offer Sales Coaching & Performance Management. People.ai's approach focuses on people., while Clay emphasizes clay seamlessly connects with the broader sales technology stack through native integrations with major crms and sales engagement platforms, ensuring enriched data flows directly into existing workflows without manual export/import cycles.. Choose based on which implementation better fits your workflow.

Strengths & Weaknesses

People.ai

Strengths

  • Automatic Activity Capture: People.ai's flagship capability automatically captures every customer-facing activity across email platforms (Gmail, Outlook), calendar systems, phone...
  • AI-Powered Deal Intelligence: The platform's deal intelligence engine analyzes historical patterns from thousands of won and lost opportunities to score current deals based on enga...
  • Revenue Operations Analytics: People.ai provides comprehensive analytics dashboards designed specifically for revenue operations teams, offering visibility into pipeline health, sa...
  • Stakeholder Mapping & Relationship Intelligence: The platform automatically builds comprehensive stakeholder maps for every account and opportunity by analyzing communication patterns across the orga...
  • Sales Coaching & Performance Management: People.ai transforms sales coaching from subjective opinion to data-driven guidance by providing managers with detailed visibility into rep activities...

Weaknesses

  • Learning curve for advanced automation features - optimal configuration may require experimentation and iteration.
  • Data accuracy varies by region - international markets may have less comprehensive or current contact information.
  • AI-generated content requires human review to ensure accuracy and brand voice consistency.

Clay

Strengths

  • Waterfall Data Enrichment: Clay's waterfall enrichment engine represents a paradigm shift in how sales teams access prospect data. Rather than querying a single database and acc...
  • AI-Powered Personalization Engine: Clay's artificial intelligence capabilities extend far beyond simple mail merge, offering sophisticated personalization that analyzes multiple data po...
  • Visual Workflow Builder: Clay's spreadsheet-inspired interface democratizes complex data operations, allowing non-technical users to build sophisticated prospecting workflows...
  • Multi-Source List Building: Clay transforms prospect list building from a tedious manual process into a streamlined, automated workflow that combines multiple data sources into u...
  • CRM and Outreach Integration: Clay seamlessly connects with the broader sales technology stack through native integrations with major CRMs and sales engagement platforms, ensuring...

Weaknesses

  • Learning curve for advanced automation features - optimal configuration may require experimentation and iteration.
  • Data accuracy varies by region - international markets may have less comprehensive or current contact information.
  • AI-generated content requires human review to ensure accuracy and brand voice consistency.

Use Case Fit

AI SDR: Automated Outbound Prospecting

People.ai

Approach: People.ai automates the entire outbound prospecting workflow using AI. The platform identifies ideal customer profiles, enriches contact data from multiple sources, and generates personalized email sequences at scale. Sales teams can set targeting criteria and let the AI handle research, outreach, and follow-ups.

Outcome: 70% time savings on prospecting activities, 3x increase in qualified meetings booked, 50% improvement in email response rates through AI personalization.

Clay

Approach: Clay automates the entire outbound prospecting workflow using AI. The platform identifies ideal customer profiles, enriches contact data from multiple sources, and generates personalized email sequences at scale. Sales teams can set targeting criteria and let the AI handle research, outreach, and follow-ups.

Outcome: 70% time savings on prospecting activities, 3x increase in qualified meetings booked, 50% improvement in email response rates through AI personalization.

Recommendation: Both People.ai and Clay support this use case effectively. Compare their approaches and choose based on which aligns better with your existing processes.

Lead Qualification and Scoring

People.ai

Approach: People.ai uses AI to automatically qualify and score leads based on firmographic data, behavioral signals, and engagement patterns. The system continuously learns from conversion data to improve scoring accuracy and prioritize the highest-value opportunities.

Outcome: 45% increase in lead-to-opportunity conversion, 60% reduction in time spent on unqualified leads, 2x improvement in sales team productivity.

Clay

Approach: Clay uses AI to automatically qualify and score leads based on firmographic data, behavioral signals, and engagement patterns. The system continuously learns from conversion data to improve scoring accuracy and prioritize the highest-value opportunities.

Outcome: 45% increase in lead-to-opportunity conversion, 60% reduction in time spent on unqualified leads, 2x improvement in sales team productivity.

Recommendation: Both People.ai and Clay support this use case effectively. Compare their approaches and choose based on which aligns better with your existing processes.

Industry-Specific Fit

IndustryPeople.aiClayBetter Fit
Technology & SaaSTechnology and SaaS companies represent People.ai's core customer base, as these organizations typically have complex, multi-stakeholder sales cycles where engagement visibility is critical. SaaS sales teams benefit enormously from automatic activity capture because their deals often involve numerous touchpoints across email, video calls, and product demos. People.ai helps tech companies understand which engagement patterns predict successful closes, optimize their sales motions, and ensure their CRM data accurately reflects pipeline health for board reporting and investor communications.Not specifiedPeople.ai
Financial ServicesFinancial services organizations use People.ai to gain visibility into relationship-driven sales processes where trust and engagement depth are paramount. Banks, insurance companies, and wealth management firms benefit from relationship intelligence that tracks client engagement across multiple stakeholders and product lines. The platform's compliance-friendly architecture supports the regulatory requirements common in financial services, while activity analytics help identify cross-sell opportunities and ensure consistent client coverage.Financial services firms leverage Clay to navigate complex B2B sales environments where relationship-building and credibility are paramount. The platform's comprehensive data enrichment helps identify decision-makers within target organizations and understand their specific financial needs and challenges. Clay's compliance-friendly approach to data handling addresses the regulatory concerns common in financial services, while its personalization capabilities enable the consultative outreach style that resonates with financial buyers. Investment firms, fintech companies, and financial advisors use Clay to identify prospects experiencing relevant financial events like funding rounds or leadership changes.Clay
Manufacturing & IndustrialManufacturing companies with complex B2B sales cycles use People.ai to track engagement across long deal cycles that may span months or years. The platform helps manufacturing sales teams manage relationships with multiple stakeholders including engineers, procurement, and executives, ensuring comprehensive coverage throughout extended evaluation processes. Activity analytics reveal which engagement patterns lead to successful closes in industries where relationships and technical credibility are essential.Manufacturing companies and industrial suppliers leverage Clay to modernize traditionally relationship-driven sales processes. The platform helps identify decision-makers within target manufacturing organizations and understand their operational challenges through firmographic and technographic enrichment. Clay's signal detection can identify manufacturers experiencing growth, facility expansion, or technology modernization—all indicators of potential equipment or service needs. The platform's multi-channel capabilities support the longer sales cycles common in manufacturing, maintaining engagement across email, LinkedIn, and phone over extended periods.Clay
Healthcare & Life SciencesHealthcare technology and life sciences companies leverage People.ai to manage complex sales processes involving multiple clinical, administrative, and IT stakeholders. The platform's activity capture helps track engagement across lengthy procurement cycles common in healthcare, while relationship intelligence ensures sales teams are building the multi-threaded relationships necessary for enterprise healthcare deals. Compliance features support the data security requirements of healthcare organizations.Healthcare technology companies and life sciences organizations use Clay to navigate the complex stakeholder landscape in healthcare sales. The platform's enrichment capabilities help identify the right contacts within health systems, pharmaceutical companies, and medical device manufacturers, while compliance-conscious data handling addresses HIPAA and other regulatory considerations. Clay's signal detection can identify healthcare organizations undergoing digital transformation, leadership changes, or expansion—all indicators of potential technology investment. The platform's personalization capabilities help craft messages that resonate with clinical, administrative, and technical stakeholders.Clay
Professional ServicesProfessional services firms including consulting, legal, and accounting organizations use People.ai to track client engagement and identify business development opportunities. The platform helps partners and business development professionals understand relationship health across their client portfolio, identify at-risk relationships before they churn, and discover expansion opportunities based on engagement patterns. Activity analytics also support utilization tracking and resource planning.Consulting firms, agencies, and professional services organizations use Clay to scale business development without sacrificing the personalized approach that defines their client relationships. The platform enables partners and business development professionals to identify prospects facing challenges that match their expertise, using signal detection to time outreach around relevant events. Clay's AI personalization helps craft messages that demonstrate understanding of each prospect's specific situation, building credibility from the first touch. The platform's efficiency gains are particularly valuable in professional services where billable time is precious and business development often competes with client work.Clay
TelecommunicationsTelecommunications companies with enterprise sales teams use People.ai to manage complex, multi-product sales cycles involving numerous stakeholders across IT, operations, and finance. The platform's account intelligence helps telecom sales teams understand engagement depth across large enterprise accounts, identify whitespace opportunities, and ensure consistent coverage of key relationships. Activity benchmarking helps optimize sales motions for different product lines and customer segments.Not specifiedPeople.ai
SaaS & TechnologyNot specifiedClay is particularly well-suited for SaaS and technology companies where sales cycles involve multiple stakeholders and technical evaluation. The platform's technographic enrichment capabilities allow sales teams to identify prospects based on their current technology stack, enabling highly relevant outreach that references specific tools and potential integration opportunities. SaaS companies benefit from Clay's ability to track technology adoption signals, triggering outreach when prospects adopt complementary or competitive solutions. The platform's scalability matches the high-velocity sales motions common in SaaS, where teams need to reach large numbers of prospects efficiently while maintaining personalization.Clay
E-commerce & RetailNot specifiedE-commerce platforms, retail technology providers, and consumer brands use Clay to reach merchants, retailers, and brand partners at scale. The platform's enrichment capabilities help identify growing e-commerce businesses and understand their technology stack, enabling targeted outreach to merchants using specific platforms or experiencing particular challenges. Clay's signal detection can identify retailers expanding their online presence, launching new channels, or experiencing rapid growth—all indicators of technology and service needs. The platform's efficiency enables small teams to reach large numbers of potential partners while maintaining relevant, personalized messaging.Clay

Our Verdict

People.ai and Clay are both strong AI SDR solutions. Clay stands out for automatic activity capture. Both support key use cases like ai sdr: automated outbound prospecting, but with different approaches. Choose based on which specific features and approach best fit your workflow and requirements.

Choose People.ai if you:

  • You operate in Technology & SaaS
  • AI SDR: Automated Outbound Prospecting is your primary use case
  • You prefer People.ai's approach to ai sdr
View People.ai

Choose Clay if you:

  • You need automatic activity capture capabilities
  • You need ai-powered deal intelligence capabilities
  • You operate in SaaS & Technology
  • AI SDR: Automated Outbound Prospecting is your primary use case
View Clay

Need Help Choosing?

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Frequently Asked Questions

Not for most modern teams. While People.ai excels in deep CRM integration, Clay is the superior platform for AI-powered outbound prospecting and personalization. Honestly, People.ai often feels like a legacy data-capture tool that hasn't kept pace with the generative AI-led automation revolution that Clay currently dominates.
Technically, you could attempt a stack, but it is largely redundant and expensive. It is far more efficient to leverage Clay’s native automatic activity capture, which fulfills the primary purpose of People.ai while simultaneously fueling your outbound engine.
Clay is significantly more user-friendly, sporting a 5/10 ease-of-use rating compared to People.ai's 4/10. Clay’s interface is designed for rapid deployment of outbound sequences, whereas People.ai requires a more complex setup to ensure its CRM synchronization aligns with your existing tech stack.
The core divergence is between CRM hygiene and growth automation. People.ai is an enterprise-grade tool focused on CRM integration and data capture, while Clay is an AI-first prospecting platform that prioritizes multi-channel support and high-level personalization features to increase meeting booking rates.
For a small team, Clay is the obvious winner. Its lower barrier to entry, superior personalization, and faster setup allow smaller operations to compete with enterprise-level outbound strategies without the overhead of the heavy, CRM-dependent architecture that People.ai demands.

Sources & Evidence

  • Automatic activity capture and analysis from all customer touchpoints without manual data entry

    Source: People.ai's patented technology automatically captures emails, calls, meetings, and other interactions without requiring sales reps to manually log activities. According to customer testimonials, this eliminates the CRM data entry burden that typically consumes 4-6 hours per week per rep while ensuring 100% activity visibility. Unlike Salesforce and other CRM platforms that depend on manual logging (achieving only 20-30% data completeness), People.ai customers report achieving 95%+ activity capture rates, fundamentally changing the reliability of pipeline analytics and forecasting.

  • Waterfall Data Enrichment with 75+ Integrated Data Providers

    Source: Clay's most distinctive capability is its waterfall enrichment system that automatically queries 75+ premium data providers in sequence to maximize data coverage. Unlike competitors that rely on a single data source, Clay's approach ensures that if one provider doesn't have a prospect's email or phone number, the system automatically tries the next provider until it finds valid data. According to Clay's documentation, this approach achieves up to 3x higher enrichment rates compared to single-source solutions. The platform aggregates data from providers including Clearbit, ZoomInfo, Apollo, Hunter, Lusha, and dozens more—all accessible through a single credit system rather than requiring separate subscriptions to each service.

Last updated: May 14, 2026

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