Victor runs growth and marketing. He spent 5+ years in growth and performance marketing before Cleanlist AI: as the only marketing hire at the ecommerce startup EffyDesk, he solely managed a $100K+ per month ad budget for three and a half years and drove more than $15M in profitable revenue at a 3.5 to 5.5 ROAS, scaled LearnToCut from $0 to $150K per month, and led demand generation at Litmus across ABM and paid for Fortune 500 and industrial enterprise accounts. He co-founded the growth agency Engagence and was Chief of Staff, then marketing director, at Risedesk, where his work generated $1.2M in revenue. He holds a BBA in Management from the University of Toronto's Rotman Commerce and is a Mensa member.
218articles on the Cleanlist AI blog
- Guides82
- Comparison74
- Sales38
- Marketing21
- Product updates3
Latest:
Latest from Victor
218 articles on growth, outbound and B2B data, written from motions he has run himself.
Clay API in 2026: Public API, Webhooks and HTTP API Explained
Clay now has a public REST API, generally available since September 15, 2026. What it does and doesn't do, plan caps and credits, webhooks, the HTTP API column and MCP.
8 min read
Clearbit API in 2026: What Still Works and What Replaced It
Can you still get a Clearbit API key? What HubSpot shut down and when, which Clearbit endpoints still answer, and what replaces Enrichment and the Logo API.
7 min read
ZoomInfo API in 2026: GTM.AI Endpoints, Pricing and Rate Limits
The ZoomInfo API moved to GTM.AI: OAuth setup, search and enrich endpoints, 5 to 35 requests a second by plan, credits at $0.38, and what the legacy API means.
8 min read
Apollo API Guide 2026: Pricing, Rate Limits, Endpoints
The Apollo.io API in 2026: how to get a key, what each endpoint costs in credits, rate limits by plan, why phone numbers need a webhook, and its limits.
9 min read
Attio MCP Server Review 2026: 48 Tools, Limits, Setup
Attio's official MCP server gives Claude, ChatGPT and Cursor 48 tools to search, create, update and merge CRM records, notes, tasks and lists. Setup and limits.
5 min read
Gong MCP Server Review 2026: Tools, Setup, Limits
Gong's MCP server answers account and deal questions from your calls and emails inside Claude, ChatGPT or Copilot. Its 3 tools, setup, access modes and limits.
6 min read
Pipedrive MCP Server Review 2026: Tools, Plans, Setup
Pipedrive's official MCP server lets Claude, ChatGPT or Cursor search, create and update deals, contacts and leads on every plan. What it does, costs and lacks.
5 min read
AI BDR: 11 Tools Compared, With Prices (2026)
An AI BDR is software that prospects, emails, answers leads and books meetings. 11 AI BDR tools priced Oct 16, 2026, and the cost against a BDR hire.
21 min read
Sync to HubSpot
Decagon
Gamma
Sanity
Omni
Radar
Distyl
Sync to Pipedrive
WellSaidEverything else he has written210
October 202630
- 10 best LinkedIn automation tools in 2026, priced per account
- 10 best sales engagement platforms in 2026, with prices
- Claygent: What It Is, What It Costs, How to Prompt It
- GTM Agents and AI GTM: Jobs, Costs, How to Start
- HubSpot MCP Server Review 2026: Tools, Setup, Limits
- HubSpot Prospecting Agent Review 2026: Price, Data, Limits
- Lead Routing Software 2026: 10 Tools Compared for HubSpot and Salesforce
- Sales sequences: 6 examples with timing, and the software
- Salesforce MCP Server Review 2026: Setup, Tools, Limits
- ZoomInfo Copilot review 2026: features, price, and the GTM Workspace switch
- AI Sales Tools: 16 Best for 2026, by Job, With Prices
- Apollo MCP Server Review 2026: Tools, Credits, Limits
- BetterContact Pricing 2026: Credits, Plans, Cost per Mobile
- Bulk Email Finder: Verified Emails for a List of Names (2026)
- Claude for Sales: Setup, Plans, Connectors, Prompts (2026)
- Clay MCP Server Review 2026: Setup, Credits, Limits
- Clearbit Review 2026: What It Became Inside HubSpot
- Cognism Review 2026: Coverage, Credits, Cost and Fit
- ContactOut Pricing 2026: Plans, Export Caps, Cost per Contact
- ContactOut Review 2026: Is It Legit? Export Caps Explained
- Direct Dial Phone Numbers for Prospect Lists: 2026 Costs
- How to Find Decision Makers at a List of Companies (2026)
- How to Automate Lead Generation in 2026: 3 Builds, Priced
- LeadIQ Review 2026: Pricing, Credits and User Ratings
- People Data Labs Review 2026: Pricing, Data and Fit
- RocketReach Reviews 2026: Is It Legit and Worth It?
- Snov.io Pricing 2026: Plans, Credits and Cost per Email
- Snov.io Review 2026: Credits, Phones and Who It Fits
- UpLead Review 2026: Pricing, Accuracy Claims and Who It Fits
- ZoomInfo MCP Server Review 2026: Tools, Credits, Limits
September 202634
- Apollo.io Review 2026: What Users Report, What It Costs, Who It Fits
- Clay Waterfall Enrichment in 2026: What Each Row Costs in Actions
- Instantly.ai Review 2026: Sending, Lead Database and What It Really Costs
- Seamless.AI Review 2026: Pricing, Data Quality and What Users Report
- ZoomInfo Review 2026: Is It Legit, Is It Worth It, and Who Should Buy It
- ABM Platform Alternatives: What Google Recommends, Measured September 7, 2026
- Google Quoted 376 Prices for 42 B2B Data Vendors. We Checked Every One.
- The Shortlist Census: What Google Recommends Across 240 B2B Data Buying Queries
- 269 AI Answer Sentences Traced to Our Pages: 16 Name Us, 253 Name Somebody Else
- What B2B Contact Data Actually Costs, Checked Against Google's Own Answer
- Who Owns Page One in B2B Data: 240 Buyer SERPs, 2,400 Organic Slots
- 6sense Pricing [2026]: What Enterprise ABM Actually Costs
- Can an AI Agent Overspend Your Credits? Spend Control for B2B Data APIs
- The Source-to-Mention Gap: 205 GTM Buyer Queries Inside Google's AI Overviews
- Ranked #1, 57 Clicks: What 7.5M of Our Own Search Console Impressions Show
- The Alternatives Economy: 88 Live SERPs Where Apollo Is Named in Every AI Overview
- Amplemarket Pricing [2026]: What the Plans Cost per Seat
- The B2B Data Free Tier Census: What 37 GTM Tools Actually Give You
- The B2B Data and GTM Pricing Index: 37 Vendors, One Date, Every Price Recomputed
- Best Firmographic Data Providers in 2026: Compared on Coverage and Refresh Rate
- Best Lead Scoring Software in 2026: Ranked for SMB GTM Teams
- Clearout Pricing [2026]: Cost per Verification Compared
- Contact Data Enrichment: Cost per Record, Match Rates and How to Test It
- Email List Cleaning Services: The Passes, the Order and What Each One Costs
- Which B2B Data and GTM Vendors Actually Ship an MCP Server? A 59-Vendor Census
- How to Enrich a CSV of Leads: Columns, Credits and Match Rates (2026)
- Instantly Pricing [2026]: Plans, Sending Limits and Real Cost per Seat
- Kaspr Pricing [2026]: Credits, Limits and What the Free Plan Actually Gives You
- Lemlist Pricing [2026]: All Three Plans and the Credit Math
- Outreach Pricing [2026]: The Quote Nobody Publishes
- People Data Labs Pricing 2026: $98/mo and Per-Record Math
- Reddit Owns Page One for GTM Software. Google's AI Overviews Cite YouTube.
- Salesloft Pricing [2026]: Seat Minimums and the Real Annual Number
- Smartlead Pricing [2026]: What All Four Plans Cost at Real Send Volume
August 202614
- Which B2B Data Tools Google AI Names: 93 SERPs, 25 Questions, Aug 2026
- ChatGPT for Lead Generation: What It Can and Cannot Do (2026)
- Lead Sourcing: How to Find Net-New B2B Leads Not Already in Your CRM [2026]
- How to Build a Prospecting Agent with Claude Code (2026 Build Guide)
- The Ghost Citation Report: Cited by Google AI in 30 of 58 Answers, Named in 1
- How to Enrich Contacts: The Step-by-Step Bulk Enrichment Guide (2026)
- Lead Enrichment API: A Developer's Guide to Billing, Filters and Limits
- MCP Server for B2B Data: Connecting Claude to Real Lead Data in 2026
- AI Visibility Index 2026: Which B2B Data Tools AI Engines Recommend
- The B2B Contact Data Pricing Index: Cost Per 1,000 Verified Emails
- How to Find a Phone Number for Someone: B2B Sales Guide
- B2B Data Tool Acquisitions and Shutdowns in 2026 (Verified Changelog)
- Best MCP Servers for Sales and GTM in 2026: 10 Compared
- Describe Your ICP, Get a Lead List: 12 Prompts, Translated
July 202625
- AI for Sales Prospecting: 10 Tools and the Workflow, Priced (2026)
- The Best B2B People Search Tools in 2026 (Not Whitepages)
- The Best People Search APIs in 2026 (Developer Guide)
- Lead Enrichment: The Complete 2026 Guide (Process, Software, Costs)
- AI Lead Scoring: How to Score Leads With AI (2026 Guide)
- Clay vs Apollo vs ZoomInfo (2026): Which Should You Use?
- How to Enrich a Lead List: 7 Methods (2026)
- How to Enrich Leads With AI (2026): Research Any Field
- AI SDR Pricing Index 2026: What 5 Platforms Actually Cost (Plus the Data Layer)
- Clay Tables Explained: How They Work, What They Cost, and When You Need Something Simpler
- GTM Engineer Salary, Jobs and Hiring Statistics (2026)
- GTM Tech Stack 2026: Layers, Tools and Costs by Team Size
- ZoomInfo GTM.AI, the CLI, and GTM Bench: An Independent Breakdown
- AI SDR: What It Is and 14 AI SDR Tools, Priced
- Best Intent Data Providers 2026: 6 B2B Buying-Signal Tools Compared
- NeverBounce Pricing [2026]: Per-Email Cost & Alternatives
- RocketReach vs ZoomInfo [2026]: Pricing, Accuracy, and Fit
- HubSpot Data Enrichment 2026: What It Fills, What It Misses
- Salesforce Data Enrichment: 5 Best Tools and Setup
- UpLead Pricing [2026]: Plans, Real Cost & Cheaper Alternatives
- Best Data Enrichment Tools for RevOps Teams in 2026: 7 Ranked
- Best Data Enrichment Tools for SDR Teams in 2026: Ranked for Outbound
- The State of B2B Data in 2026: Enrichment Benchmark Report
- B2B Data Enrichment Accuracy 2026: Our 500-Lead Benchmark + Every Published Test
- The 10 Best GTM Tools in 2026 (Go-to-Market Software Stack)
June 20266
- Best Sales Intelligence Tools 2026: 10 Platforms by Job
- LinkedIn Premium Cost [2026]: All Tiers from $29.99/mo
- 10 Best Email Finder Tools in 2026: Accuracy, Free Tiers & Price Tested
- Lead Generation Tools 2026: 14 Compared With Prices
- B2B Email Bounce Rate Statistics 2026 [Benchmarks]
- LinkedIn Sales Navigator Review [2026]: Honest Take from a 12-Customer Test
May 202619
- Clay vs ZoomInfo [2026]: Real Pricing, Accuracy, and Fit
- Cognism vs Apollo [2026]: GDPR Data + True Cost Comparison
- RocketReach vs Hunter [2026]: Email Accuracy + Pricing Tested
- Seamless.AI vs Apollo [2026]: Real Pricing + Accuracy Tested
- B2B Data Providers 2026: 11 Compared by Type and Price
- Best ZoomInfo Alternatives 2026: 10 Competitors Compared
- What is GTM Engineering? The Complete 2026 Guide to the GTM Engineer Role, Skills & Salary
- B2B Marketing Strategy: The Data-Driven Playbook for 2026
- 10 Best Phone Validation Tools [2026]: Free Tier + API Compared
- How to Clean an Email List in 2026: 7-Step Guide + Free Checklist
- LinkedIn Sales Navigator Scrapers [2026]: 5 Methods and the Legal Limits
- B2B Lead Generation Companies & Agencies: How to Choose (2026)
- Best Data Cleaning Tools & Database Cleaning Software (2026)
- 9 Best Free Email Verifier Tools [2026]: Free Tier Compared & Tested
- LinkedIn Sales Navigator Pricing 2026: All 3 Plans Compared
- Reverse Email Lookup: How to Find Who Owns Any Email Address [2026]
- VP of Sales Email List [2026]: How to Build One That Doesn't Bounce
- ZoomInfo Competitors [2026]: 10 Honest Alternatives Compared
- 11 Best Contact Management Software and Contact Managers for Sales Teams [2026]
April 202616
- B2B Data Tools in AI Search [Q1 2026]: 5,000 Queries Tracked
- 11 Best CRMs for Outbound Sales Teams Tested [2026]
- How to Export LinkedIn Sales Navigator Data Legally [2026]
- How to Find Anyone's Email Address: CEO, CFO, VP & More [2026]
- What Is a Catch-All Email? Detection, Risks & Deliverability Guide [2026]
- 8 B2B Contact Databases Tested on 500 Records [2026]
- 10 Cold Email Tools Compared for Deliverability [2026]
- Prospect List Template: What a B2B Prospect List Looks Like [2026]
- 9 Best Data Integration Tools for B2B Teams [2026]
- 9 Data Validation Tools Tested on 500 Records [2026]
- 12 Sales Enablement Tools [2026]: Real Pricing + Picks
- How to Aggregate Data: Tools, Methods, and Process [2026]
- Data Normalization: The Complete Guide With Examples [2026]
- Lead List: How to Build a B2B Lead List in 2026
- State of B2B Data Quality 2026: 500 AI Searches
- AI Data Enrichment: How It Works (2026)
March 202633
- AI Lead Generation Tools: 14 Best for 2026, With Prices
- Best Data Enrichment Tools: 11 Tested on 1,000 Leads [2026]
- Cold Email Subject Lines That Get Replies (2026)
- Clay Data Enrichment Review 2026: Strengths, Costs, Fit
- Best Data Quality Tools in 2026 (Ranked)
- Get Your First 100 Customers (2026)
- Apollo.io Pricing [2026]: $49 to $119/User + Credit Math
- CRM Data Enrichment: How It Works and 8 Best Tools
- 12 Best Email Verification Tools Compared [2026]
- 10 LinkedIn Scraping Tools Tested [2026] + Compliance Risk
- Apollo vs Clay (2026): Pricing, Data and Which to Pick
- Clearbit Pricing [2026]: Real Cost Inside HubSpot
- Cognism Pricing 2026: Packages and the $36K Median
- How to Verify an Email Address: 5 Methods From Manual to Automated [2026]
- Hunter.io Pricing [2026]: $34/Mo + the No-Phone Catch
- LeadIQ Pricing 2026: Free, Pro From $15/mo, Credit Costs
- RocketReach Pricing [2026]: All 4 Plans + 6 Hidden Costs
- Seamless.AI Pricing [2026]: $147/Mo, 250 Credits
- ZoomInfo Pricing [2026]: Real Cost Is $30K-$60K/Yr
- How to Use the Cleanlist API in Clay (Step-by-Step)
- Data Enrichment API: Cleanlist's B2B Developer Guide (2026)
- Clay Pricing 2026: Plans and Cost per Contact
- Apollo vs ZoomInfo 2026: Real Benchmark on 1,000 Leads
- Cognism vs ZoomInfo [2026]: Real Quotes + GDPR Reality
- Hunter.io vs Apollo [2026]: 107M vs 275M Contacts Compared
- Data Enrichment APIs: 9 Best for B2B in 2026, Priced
- Clearbit vs ZoomInfo [2026]: Breeze Pricing + Real Match Rates
- Golden Record CRM Guide [2026]
- ZoomInfo Database Size [2026]: 321M Contacts (Real Accuracy?)
- AI Sales Agents: What They Are, How They Work, and How to Choose One [2026]
- CRM Enrichment Playbooks: HubSpot, Salesforce & Pipedrive Step-by-Step
- Data Enrichment ROI: How to Calculate Whether It's Worth the Spend
- How to Audit Your CRM Data Quality (With Scoring Framework)
February 202623
- B2B Sales Prospecting Data: The Minimum Viable Dataset
- CRM Data Quality Benchmarks: What Good Looks Like
- How AI-Driven Lead Validation Transforms Your GTM Process
- How Cleanlist's Playbook Builder Automates Your Sales Pipeline
- How to Integrate Cleanlist with Your Sales and Marketing Stack
- 5 Sales Playbooks That Accelerate Your Pipeline
- How Much Does Bad Data Cost? A Sales Data ROI Framework
- ICP Meaning in Sales: What ICP Stands For and How to Build One
- B2B Data Enrichment: How It Works, Types & Tools (2026)
- Cold Email Response Rates: 3.1% Average (2026 Data)
- Email Deliverability Benchmarks 2026: Average Rates by Industry
- Waterfall Enrichment for Sales Teams: The Complete Playbook
- Best Sales Prospecting Tools 2026: 12 Compared With Prices
- Waterfall Enrichment: 6 Best Tools for 2026, With Prices
- Waterfall vs Single-Source Enrichment
- B2B Data Decay: 22% Lost Per Year [Stats]
- Email Verification vs Email Validation: What's the Difference?
- How to Clean Your CRM Data: A Step-by-Step Guide for RevOps
- How to Reduce Email Bounce Rate Below 2% in 30 Days
- How to Enrich LinkedIn Leads Without Getting Banned
- Find Anyone's Work Email: 5 Methods [2026]
- 15 Best B2B Data Enrichment Companies and Providers Compared in 2026
- ZoomInfo vs Apollo vs Clearbit [2026]: 3-Way Comparison
January 202610
- Cleanlist Now Integrates with Clay, HubSpot, and 12 More Tools
- The Death of Spray-and-Pray: Why Quality Data Beats Volume in 2026
- First-Party Data for B2B: How to Build Your Own Contact Database
- Multi-Touch Attribution: Why Your Data Source Matters More Than Your Model
- New: AI-Powered Job Title Normalization in Smart Agents
- Why Your Sales Emails Aren't Getting Replies (It's Your Data)
- ZoomInfo vs Apollo [2026]: Real Pricing + Match Rates
- The Complete Guide to Cleanlist: 6 Features That Fix Your GTM Data
- How to Set Up Waterfall Enrichment for Your CRM in 5 Steps
- Why 2026 Will Be the Year of Data Accuracy for B2B Teams
Run the motion he writes about.
Cleanlist AI puts one lookup through 25+ providers and stops at the first deliverable result. A verified work email is 1 credit, and a lookup that finds nothing costs nothing.
14 days of Pro, free: 250 credits, 3 seats, agents, Sequences and Clu in Slack, every Pro feature. The Free plan stays at 50 credits a month after that.