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Learn. Evaluate. Execute.

Guides, research, and playbooks from the team building the identity layer for modern marketing.

Article8 min

I Launched It Without Permission

Two months ago I launched a PLG campaign that was not on the plan. Since mid-June we have signed 33 contracts and platform consumption went from 927 million records to 19 billion. Three weeks later I took the CEO seat. What the last two years actually cost me was not silence, it was decision rights: an argument you cannot close is a position you keep restating.

leadershipfounderproduct-led growth
By Gregory KotovosRead article
Guide22 min

The Unifying Message

Gartner measured a 59% negative impact on buying group consensus from content tailored to individuals. The Unifying Message approach answers it: one sentence that holds true for the economic buyer, the technical evaluator and the champion at the same time, the six-row brief written from it, and the hub and spoke structure that ships it.

personalizationbuying groupsmessaging
By Delivr.aiRead article
Guide9 min

Website Visitor Identification: The Complete Guide (2026)

How website visitor identification works: company-level vs. person-level, deterministic vs. probabilistic, and why match rates vary. A buyer’s guide to de-anonymizing your traffic.

website visitor identificationvisitor identification softwaredeanonymize website traffic
By Delivr.aiRead article
Guide6 min

Deterministic vs. Probabilistic Match Rates: The Honest Numbers

Match rate is the most abused number in visitor identification. What it really measures, why reported rates are inflated, and how to verify any vendor’s claim on your own traffic.

match ratedeterministic matchingprobabilistic matching
By Delivr.aiRead article
Guide14 min

The 2026 Intent Data Buyer’s Guide

A 7-step framework for evaluating intent data vendors — resolution depth, signal methodology, scoring models, activation surface, and data ownership.

intent datavendor evaluationbuyer’s guide
By Delivr.aiRead article
Research10 min

Pre-Bid vs Post-Bid Brand Safety: What Every Media Buyer Should Know

How post-bid verification works (and fails), the pre-bid advantage, and what to look for in a DSP's native brand safety capabilities.

brand safetyIVTad fraud
By Delivr.aiRead article
Research12 min

The $25B Identity Resolution Consolidation Wave

How agency holding companies, credit bureaus, and Tier 1 vendors are reshaping the identity market through aggressive M&A — and what it means for buyers.

identity resolutionM&Aconsolidation
By Delivr.aiRead article
Research16 min

Intent Data Vendor Landscape 2026: Where Delivr.ai Fits

A comprehensive analysis of 36+ intent data vendors across four resolution tiers — and how Delivr.ai’s person-level, PII-resolved approach outperforms the field.

intent datavendor landscapemarket analysis
By Delivr.aiRead article
Guide15 min

Choosing the Right Brand Safety Level for Your Campaign

Six protection tiers from baseline fraud blocking to full 4.7M-domain protection. Match the right tier to your campaign objectives and GARM compliance requirements.

brand safetybrand protectionGARM
By Delivr.aiRead article
Article12 min

The Hidden Cost of Post-Bid Brand Safety

Post-bid verification charges you to report on wasted spend. Pre-bid blocking eliminates it. See the math on why pre-bid brand safety is the future of programmatic.

brand safetyad verificationprogrammatic
By Delivr.aiRead article
Guide14 min

The 2026 Identity Resolution Buyer’s Guide

A 7-step framework for evaluating identity resolution vendors — matching methodology, data ownership, ID interoperability, real-time capability, and total cost of ownership.

identity resolutionvendor evaluationbuyer’s guide
By Delivr.aiRead article
Research18 min

Identity Resolution Vendor Landscape 2026: Where Delivr.ai Fits

A comprehensive analysis of 30+ identity resolution vendors across five market segments — and how Delivr.ai’s deterministic, PII-first approach outperforms the field.

identity resolutionvendor landscapemarket analysis
By Delivr.aiRead article
Research12 min

Identity Resolution: A Competitive Review

How Delivr.ai compares to other identity resolution platforms on accuracy, scale, compliance, and activation capabilities.

competitive analysisidentity resolutionvendor comparison
By Delivr.aiRead article
Article5 min

Person-Based vs. Account-Based Intent

Account-level intent tells you a company is surging. Person-based intent tells you who to call and when. The difference changes everything.

person-based intentaccount-based intentB2B marketing
By Delivr.aiRead article
Article8 min

How Identity Resolution Impacts Attribution

Attribution without identity is guesswork. Learn how person-level identity resolution transforms measurement from a reporting function into an operational revenue advantage.

identity resolutionattributionfirst-party data
By Delivr.aiRead article
Article12 min

How CMOs Are Adapting to the New Era of Marketing Measurement

Traditional measurement is broken. Here's how forward-thinking CMOs are rebuilding their measurement stack around identity and attribution.

CMOmeasurementattribution
By Delivr.aiRead article
Guide4 min

Marketing Attribution in the Privacy Era: A Practical CMO Guide

Marketing budgets hit 9.4% of revenue, yet half of CMOs can't prove ROI. Here's the 90-day playbook for privacy-first attribution.

attributionprivacyCMO
By Delivr.aiRead article
Article10 min

Why AI Audiences Is the New Standard for Agencies

Traditional audience segmentation is failing. AI-powered audiences built on person-level intent signals are setting a new performance standard for agencies.

AI audiencesagenciesaudience targeting
By Delivr.aiRead article
Guide5 min

RFI Questions for Identity Resolution Vendors

The essential checklist every buyer should use when evaluating identity resolution platforms: data onboarding, privacy, activation, and accuracy.

identity resolutionvendor evaluationRFI
By Delivr.aiRead article
Article11 min

Why Person-Based Intent + Buying Group ABM Outperforms Every Other B2B Approach

Account-level intent identifies companies. Person-based intent identifies the individuals driving the purchase. Combine them with buying group ABM and results accelerate.

person-based intentABMbuying groups
By Delivr.aiRead article
Research4 min

Psychological Reactions to Being Confronted About Anonymous Online Behavior

Original research on why people deny tracked behavior: defense mechanisms, psychological reactance, and what it means for identity resolution.

researchpsychologyanonymous behavior
By Delivr.aiRead article
Guide7 min

The Complete Guide to Targeting Customers Who Want to Buy

Stop guessing. Learn how to identify and reach buyers who are actively in-market using identity resolution and behavioral signals.

targetingbuyer intentidentity resolution
By Delivr.aiRead article
Article5 min

3 Ways Buying Group Marketing Helps Drive Revenue Growth

Buying Group Marketing aligns sales and marketing around entire buying committees, driving faster deals, reduced churn, and larger contract sizes.

buying groupsABMrevenue growth
By Delivr.aiRead article
Guide35 min

The Complete Guide to Intent Data

The definitive 10-chapter guide to intent data in 2026: types, scoring methodology, the resolution spectrum from account-level to person-level, 36+ vendor landscape, activation playbooks, and the evaluation framework revenue teams need.

intent databuyer intentB2B marketing
By Delivr.aiRead article
Guide27 min

Understanding Third-Party Data Providers: Why Person-Level Intent Is Reshaping B2B Marketing

A comprehensive guide to evaluating data providers, browser cookie restrictions, account-level vs. person-based intent, and the ten criteria that actually matter.

intent datathird-party datadata providers
By Delivr.aiRead article
Compare Delivr.ai with other platforms (24)

Competitive comparisons are available for evaluation and SEO, but collapsed by default so the main resource browse stays focused on guides, research, and case studies.

Research5 min

Delivr.ai vs. Leadfeeder (Dealfront): Person-Level Intent vs. Company Visitor ID

Leadfeeder identifies visiting companies from IP. Delivr.ai resolves the person deterministically: named individual, verified contact, and open-web intent across 52,000+ topics at a 50%+ resolution rate.

competitive analysisLeadfeederDealfront
By Delivr.aiRead article
Research5 min

Delivr.ai vs. Clearbit Reveal: Person-Level Resolution vs. Company Reveal

Clearbit Reveal names the company from IP. Delivr.ai resolves the person deterministically: no fingerprinting, verified contact data, and person-level intent at a 50%+ resolution rate.

competitive analysisClearbitHubSpot Breeze
By Delivr.aiRead article
Research5 min

Delivr.ai vs. Factors.ai: Person-Level Identity vs. Account Attribution

Factors.ai maps traffic to accounts and stitches attribution. Delivr.ai resolves the specific in-market person deterministically and scores intent across 52,000+ topics, on- and off-domain.

competitive analysisFactors.aiattribution
By Delivr.aiRead article
Research5 min

Delivr.ai vs. Common Room: Open-Web Person-Level Intent vs. Community Signals

Common Room unifies community and social signals. Delivr.ai resolves the silent majority of in-market buyers across the open web deterministically: person-level, 52,000+ topics, 50%+ resolution.

competitive analysisCommon Roomcommunity signals
By Delivr.aiRead article
Research5 min

Delivr.ai vs. G2 Buyer Intent: Full-Journey Intent vs. Review-Site Signals

G2 captures high-quality software review signals on G2.com. Delivr.ai captures the full buyer journey across the open web — 52,000+ topics, person-level PII, and a built-in DSP.

competitive analysisG2buyer intent
By Delivr.aiRead article
Research5 min

Delivr.ai vs. Warmly: Open-Web Intent vs. Website Revenue Orchestration

Warmly automates website visitor follow-up with chat and email. Delivr.ai resolves person-level intent across the open web and activates through a built-in DSP at enterprise scale.

competitive analysisWarmlyvisitor identification
By Delivr.aiRead article
Research5 min

Delivr.ai vs. RB2B: Full-Web Deterministic Intent vs. Website Visitor ID

RB2B identifies visitors on your website using probabilistic IP matching. Delivr.ai identifies buyers across the open web with 100% deterministic resolution and a built-in DSP.

competitive analysisRB2Bvisitor identification
By Delivr.aiRead article
Research5 min

Delivr.ai vs. DemandScience: Raw Intent Signals vs. Turnkey Lead Generation

DemandScience delivers qualified leads from IDG’s publisher network. Delivr.ai delivers person-level intent signals with full activation flexibility — you decide how to act on every signal.

competitive analysisDemandScienceIDG
By Delivr.aiRead article
Research5 min

Delivr.ai vs. Cognism: Person-Level Intent vs. Phone-Verified Contacts

Cognism excels at phone-verified European contacts with Bombora intent bolted on. Delivr.ai delivers proprietary person-level intent with multi-channel activation and full PII ownership.

competitive analysisCognismBombora
By Delivr.aiRead article
Research5 min

Delivr.ai vs. Apollo.io: Behavior-First Intent vs. Database-First Prospecting

Apollo layers third-party intent on a 275M-contact database. Delivr.ai starts with the behavior and resolves to the person — every signal tied to the individual who triggered it.

competitive analysisApollo.iosales intelligence
By Delivr.aiRead article
Research5 min

Delivr.ai vs. Anteriad: Machine-Scale Intent vs. Human-Verified Leads

Anteriad verifies leads with human analysts. Delivr.ai resolves 1.1T monthly signals to known individuals through deterministic identity resolution — person-level precision at machine scale.

competitive analysisAnteriadTrue Influence
By Delivr.aiRead article
Research6 min

Delivr.ai vs. TechTarget: Full-Web Intent vs. Editorial Intent

TechTarget captures high-quality editorial signals from its own publications. Delivr.ai captures the full research journey across the open web — resolved to the person, not the account.

competitive analysisTechTargetPriority Engine
By Delivr.aiRead article
Research5 min

Delivr.ai vs. Experian: Purpose-Built Identity vs. Bureau Byproduct

Experian’s marketing identity is one division within a $7.2B credit bureau. Delivr.ai exists solely to resolve identities — 100% deterministic, with owned data and no FCRA complexity.

competitive analysisExperianTapad
By Delivr.aiRead article
Research5 min

Delivr.ai vs. Wunderkind: Full-Funnel Identity vs. eCommerce Remarketing

Wunderkind identifies visitors for cart recovery. Delivr.ai doubles the identification rate and serves every use case from demand gen to CTV.

competitive analysisWunderkindvisitor identification
By Delivr.aiRead article
Research5 min

Delivr.ai vs. Merkury: Higher Resolution Rates Without Agency Lock-In

Merkury identifies 30% more visitors. Delivr.ai identifies 50%+ — outperforming by over 60% with full PII output and no dentsu ownership strings.

competitive analysisMerkurydentsu
By Delivr.aiRead article
Research5 min

Delivr.ai vs. TransUnion: Deterministic PII vs. Credit Bureau Hybrid

TransUnion’s TruAudience combines credit file depth with probabilistic digital matching. Delivr.ai offers 100% deterministic resolution with owned data and simpler compliance.

competitive analysisTransUnionNeustar
By Delivr.aiRead article
Research5 min

Delivr.ai vs. Acxiom: Owned Data vs. Licensed Data

Acxiom’s 260M-person graph is now Omnicom-owned. Delivr.ai delivers real-time deterministic resolution with full data ownership and zero agency conflicts.

competitive analysisAcxiomOmnicom
By Delivr.aiRead article
Research5 min

Delivr.ai vs. Epsilon: Independent Resolution vs. Agency-Owned Data

Epsilon’s CORE ID powers Publicis’s $4.4B data strategy. Delivr.ai delivers deterministic PII resolution without agency ownership conflicts.

competitive analysisEpsilonPublicis
By Delivr.aiRead article
Research6 min

Delivr.ai vs. LiveRamp: PII Resolution vs. Pseudonymous Tokens

LiveRamp is the de facto identity standard. Delivr.ai delivers what LiveRamp’s token architecture wasn’t designed to provide — full PII resolution with data ownership.

competitive analysisLiveRampidentity resolution
By Delivr.aiRead article
Research4 min

Delivr.ai vs. Intentsify: Named Individuals vs. Persona Overlays

Intentsify aggregates multi-source intent with persona-level analysis. Delivr.ai resolves to the actual person — no overlays, no guesswork.

competitive analysisIntentsifyintent data
By Delivr.aiRead article
Research4 min

Delivr.ai vs. ZoomInfo: Active Buyers vs. Static Contacts

ZoomInfo tells you who works at a surging account. Delivr.ai tells you who at that account is actually buying right now.

competitive analysisZoomInfosales intelligence
By Delivr.aiRead article
Research4 min

Delivr.ai vs. Demandbase: Person-Based Facts vs. Persona-Based Guesses

Demandbase maps buying group personas at accounts. Delivr.ai identifies the actual individuals — by name, with behavioral evidence.

competitive analysisDemandbasebuying groups
By Delivr.aiRead article
Research4 min

Delivr.ai vs. 6sense: Person Identification vs. Predictive Accounts

6sense predicts which accounts will buy. Delivr.ai identifies the actual person whose research behavior has changed. Prediction vs. observation.

competitive analysis6senseABM
By Delivr.aiRead article
Research4 min

Delivr.ai vs. Bombora: Person-Level Intent vs. Account-Level Surge

Bombora invented B2B intent data. Delivr.ai addresses the gap it was never designed to fill — telling you exactly who to call, not just which company is surging.

competitive analysisBomboraintent data
By Delivr.aiRead article