Comparison
Nov 26, 2025
B2B Enrichment vs People Data Labs

Seth Wilson
Navigating the world of B2B data solutions can be overwhelming, especially when you’re choosing a provider to power your sales, marketing, or recruiting pipeline.
If you’ve been in the data or marketing space for a while, you’ve probably heard of People Data Labs (PDL), a well-known provider of large-scale people and company intelligence data used in HR tech, analytics, and risk use cases.
At the same time, newer enrichment platforms have appeared that focus on real-time, API-first data and transparent pricing rather than massive, pre-built datasets.
That’s where B2B Enrichment comes in: a newer, AI-powered B2B contact and company enrichment platform that leans heavily into price transparency, data freshness, and ease of use.
In this article, we’ll compare People Data Labs and B2B Enrichment across:
Features and data philosophy
Pricing and transparency
Data freshness and coverage
Ease of use and integrations
Compliance and typical use cases
Key Factors at a Glance
Here’s a high-level snapshot of how B2B Enrichment compares to People Data Labs:
Key Factor | B2B Enrichment | People Data Labs (PDL) |
|---|---|---|
Price | Published, credit-based plans starting around $99/month for 25,000 credits (≈$0.004/credit), with higher tiers for volume. | Free, Pro, and Enterprise plans. Pro pricing is usage-based; external breakdowns suggest person-data plans starting around $98/month, with Enterprise fully quote-based. |
Pricing Transparency | Fully transparent tiered pricing on the website. | Partially transparent – Free tier is clear, but Pro & Enterprise require talking to sales or digging into docs/third-party breakdowns. |
Data Freshness | Over 500M+ profiles refreshed monthly, focused on current, real-time enrichment. | Large pre-built datasets updated on a recurring basis (monthly/quarterly). Independent reviewers note strong coverage but occasional data recency concerns. |
Unique Strengths | AI-powered personality & behavioral insights, rich social/activity signals, and real-time enrichment designed for modern B2B workflows. | Very large workforce and job-posting datasets, long market history, and deep compliance (ISO 27001, SOC 2 Type 2). |
Email Accuracy | Dedicated Email / contact API with built-in verification and enrichment, aimed at deliverability and lower bounce rates. | Emails and phones are available via Person Enrichment APIs, but email verification is not positioned as a separate, specialised product. |
Integrations & Access | REST APIs and bulk dataset delivery, designed to plug into CRMs, data warehouses, and internal tools with minimal friction. | APIs, bulk data licenses, and data-warehouse delivery (e.g. Snowflake, Databricks) suited to data-engineering-heavy teams. |
Compliance | GDPR-aligned, uses compliant/open sources; no public ISO/SOC certifications listed yet. | ISO 27001 and SOC 2 Type 2 certifications; strong focus on enterprise-grade security and compliance. |
Ease of Use | Built to be developer- and operator-friendly: real-time APIs, clear docs, and workflows that non-data-scientists can use. | Powerful but more technical – best fit when you have engineers or data scientists to manage schemas, pipelines, and modeling. |
Ideal For | Sales, marketing, recruiting, agencies, startups, and teams that want to ship quickly with live data and clear pricing. | HR tech, analytics, investment research, and enterprises that need massive datasets, certifications, and deep customization. |
Customer Reviews and Feedback
People Data Labs (PDL)
Across review sites and comparison articles, PDL is consistently recognized for:
Huge data coverage (billions profiles, wide global footprint).
Strong responsive support & an API first product philosophy
Compliance and security that checks the tick boxes of enterprise procurement.
The other side of the coin, reviewers often mention:
Higher pricing in comparison with some newer competitors.
A higher learning curve and requirement for technical resources to gain the full value.
Data recency as an area that sometimes needs improvement, since calls tend to hit a large pre-built database rather than scraping or rebuilding profiles on the fly.
In short: customers who have data teams and bigger budgets tend to be very happy with PDL’s power and scale, while smaller teams can find it overkill or expensive relative to what they need.
B2B Enrichment
Because B2B Enrichment is newer, you won’t find thousands of legacy reviews yet—but its website and SaaS listings position it clearly:
Designed for real-time enrichment of people and companies.
Focus on accuracy, freshness, and actionable intelligence rather than just a giant static dataset.
Transparent, credit-based pricing that is approachable for startups, agencies, and SMBs.
Early adopters usually opt for B2B Enrichment when they want:
API-first enrichment they can plug into apps, workflows and automations.
Modern data points such as personality traits, social engagement, and richer behavioral context to personalize outreach.
A simpler buying process - sign up, get an API key, start enriching - no more lengthy enterprise negotiations.
Pricing Review
People Data Labs Pricing
PDL offers three main tiers:
Free: lets you experiment with the APIs and limited records.
Pro: usage-based pricing for APIs such as Person Enrichment, Company Data, IP enrichment, etc. Third-party breakdowns show person-data Pro plans starting around $98/month and company data starting around $100/month, with per-record pricing that drops with volume.
Enterprise: custom contracts with higher volumes, premium fields, and dedicated support.
The trade-off:
You get access to very large datasets and advanced APIs.
Pricing can feel opaque and “enterprise-first”, especially if you’re a startup just testing data enrichment or working with a small budget.
If you are a large company doing serious analytics work, that model might be okay. If you're a small data team, or bootstrapped SaaS, it can be too much too soon.
B2B Enrichment Pricing
B2B Enrichment goes the other way:
Published tiered plans, starting around $99/month for 25,000 credits and scaling up as you grow.
Credit-based usage that you can allocate across different APIs (people, companies, email, etc.).
No hidden setup fees or “talk to sales to see the price” wall.
Short version:
PDL is engineered and priced primarily for larger, data-heavy organizations.
B2B Enrichment is engineered and priced for builders and operators who want to move fast, developers, marketers, growth teams, and agencies who want to spin up enrichment in hours, not weeks.
Features Review
Before comparing feature-by-feature, it’s helpful to understand the underlying approach each provider takes.
People Data Labs aggregates data from a wide range of vendors, normalizes it, and offers it via APIs and large licensed datasets. It’s built to power HR tech, analytics, investment research, and other data-heavy use cases at scale
B2B Enrichment is built around live, API-driven enrichment: given an email, domain, or profile, you enrich it in real time, with an emphasis on freshness, deliverability, and behavioral signals that help sales, marketing, and recruiting teams act right now.
Let’s break that down.
1. Data Freshness
B2B Enrichment
Refreshes over 500M+ profiles monthly.
Focuses on real-time enrichment and keeping lead/company data current for outreach and recruiting use cases.
People Data Labs
Provides very large pre-built datasets refreshed on a recurring basis (monthly updates on many endpoints).
Independent reviews often mention strong coverage but sometimes variable recency because the source is a pre-compiled dataset.
Feature | B2B Enrichment | People Data Labs |
|---|---|---|
Data Freshness Guarantee | Refreshed monthly across 500M+ profiles | Recurring dataset updates (monthly/quarterly depending on source) |
Live / Real-Time Enrichment | Yes | Limited, primarily pre-compiled datasets |
Best Use Case | Sales, recruiting, GTM workflows needing current data | Analytics, modeling, HR tech datasets |
2. Data Points Variety
B2B Enrichment
Goes beyond basic contact/company info by adding:
Contact verification & enrichment
AI-powered Personality insights
Social & engagement signals
Tech stack, firmographics, and ICP insights
Real-time identity and company intelligence
People Data Labs
Best known for:
Massive person datasets, roles, education, profiles
Company firmographics
Workforce & job posting datasets
Good for HR, labor analytics, and macro-modeling
Data Category | B2B Enrichment | People Data Labs |
|---|---|---|
Personal Emails | Yes | Yes |
Work Emails | Verified & enriched | Available via Person Enrichment |
Phone Numbers | Yes | Yes |
Personality Insights | Yes (AI-powered) | No |
Job Posting / Workforce Data | Not a focus | Yes |
Social Activity Signals | Yes | Not offered |
3. Data Updates and Flexibility
B2B Enrichment
Real-time REST APIs for instant lookups
Bulk enrichment for CRM uploads
Easy to integrate into CRMs, spreadsheets, data warehouses
Designed for SMBs, growth teams, and agencies
People Data Labs
Multiple APIs (Person, Company, Search, etc.)
Bulk datasets & data licenses
Integrations with Snowflake and Databricks
Designed for technical teams with data engineering resources
Feature | B2B Enrichment | People Data Labs |
|---|---|---|
Monthly Updates | Yes | Yes |
Delivery Options | REST API, bulk enrichment | API, bulk files, Snowflake, Databricks |
Flexibility for SMBs | High, plug-and-play | Lower, requires technical setup |
4. Ease of Use
B2B Enrichment
Built for non-technical users as well as developers
Quick setup, simple API, straightforward docs
Designed for go-to-market teams needing results fast
People Data Labs
Powerful but more complex
Requires developers or data engineers to get full value
Better suited for platforms and enterprise data teams
Category | B2B Enrichment | People Data Labs |
|---|---|---|
Setup Time | Minutes | Hours–Days |
Technical Expertise Needed | Low | Medium–High |
Best For | Marketers, sales ops, recruiters, devs | HR tech, analytics, enterprise datasets |
5. GDPR / Compliance
B2B Enrichment
GDPR-aligned
Uses compliant, public/open sources
Does not list ISO/SOC certifications (yet)
People Data Labs
SOC 2 Type 2 certified
ISO 27001 certified
Strong enterprise governance posture
Compliance Factor | B2B Enrichment | People Data Labs |
|---|---|---|
GDPR Alignment | Yes | Yes |
ISO / SOC Certifications | Not yet listed | Yes |
Public/Compliant Sources | Yes | Yes |
Use Cases
Both tools live in the same broad “B2B data” universe, but they shine in slightly different places.
B2B Enrichment – Best For:
Sales & Marketing
Real-time lead enrichment
Verified contact information
Personality and behavioral signals for personalisation
Recruitment / HR
Candidate profiling with richer professional + personality context
Pre-outreach verification via email and phone
Market & Product Teams
Account research, ICP modeling
Enriching app users with company + role data
Feeding the AI agents with present, behavioral-level signals
People Data Labs – Best For:
HR Tech and Workforce Analytics
Large-scale workforce, resume, and job-posting datasets.
Market & Investment Intelligence
Labor-market signals, company universe mapping, and large-scale modeling.
Data-Heavy Products & Platforms
When you need billions of profiles, deep schemas, and compliance certifications to satisfy enterprise customers.
The Final Verdict
Both People Data Labs and B2B Enrichment are serious players, but they solve slightly different problems.
People Data Labs is a great fit if you’re:
Building HR tech, analytics, or investment products that need massive, structured datasets.
Operating in an environment where ISO 27001 / SOC 2 Type 2 certifications are mandatory.
Happy to work with a more complex, usage-based pricing model and have technical resources to integrate it.
B2B Enrichment is ideal if you’re:
A marketer, salesperson, recruiter, dev, or agency who wants real-time enrichment you can plug in quickly.
Looking for transparent, credit-based pricing that scales from startup to growth stage.
Needing fresh, behavior-aware B2B data, not just static records.
Or in one line:
“If you want to analyse the market, PDL is compelling. If you want to act on live B2B data, B2B Enrichment is built for you.”
Ready to see it in action?
Visit B2B Enrichment to view pricing, grab your API key, and start enriching your B2B data in minutes.


