Everything we know about buying and using B2B data.
81 pieces: complete workflow tutorials, buying guides per vertical, vendor comparisons with dated sources, integration walkthroughs, and the research behind our own numbers. Filter by what you need, or search the lot.
Connect your AI agent to Argorant, from zero to first export
The complete agent setup: account, key, starter credits, first count, first masked preview, and a verified export. Including every error you might hit on the way and exactly how to get past…
The real cost of a B2B contact
Sticker price per credit tells you almost nothing. Here's the full cost-per-usable-contact equation — seats, bounce rates, cleanup tools, deliverability damage — and a method for comparing…
Why verified-at-export beats verified-at-collection
B2B contact data decays the moment it's collected. Here's why the timing of verification matters more than the method, what an SMTP probe actually proves, and how pay-per-valid pricing chan…
Tutorial
Complete workflows, start to finish, with screenshots and video.The complete agent setup: account, key, starter credits, first count, first masked preview, and a verified export. Including every error you might hit on the way and exactly how to get past…
The complete build: geography, industry, size, seniority, titles, keywords, exclusions, in the order that makes every number readable. Plus what to do when the count is a million, when it i…
The complete terminal workflow: install and key handling, free counts and searches, saved lists, verified exports with recovery, verify from a file, the six exit codes, and a cron job that…
Every step between a finished export and a running campaign: the CSV anatomy, column mapping into any sequencer, dedupe and suppression, splitting one file into several sequences, and the r…
Verification at export explained from first principles: the grades, the default that protects you, the two separate credit pools, and the complete workflow for cleaning a list you brought y…
A precise segment that is too small to feed a campaign is a solvable problem. Synonym chains, adjacent industries, seniority laddering and geographic expansion, in the order that costs you…
Buying guide
What to buy for a specific job, with the honest trade-offs.Commercial contractors can buy project intelligence that reveals work already forming, or account and contact data that helps them reach owners, facilities, operations, and procurement befo…
Commercial lending data spans three different jobs: finding businesses that fit a credit box, spotting financing signals, and reaching borrowers, introducers, or capital providers. A useful…
Consultancies use data for two distinct outcomes. One is winning senior conversations for a practice. The other is producing source-defensible market analysis for a client. The right provid…
M&A advisers need a buy-side longlist, a sell-side buyer universe, and reliable access to the people who can move a transaction forward. The best data stack preserves why each company belon…
Agencies do not need one generic database recommendation. They need a repeatable way to translate each client's ICP into a documented, verified audience and move it into the client's stack…
Private equity teams need two layers that are often sold as one. Private-market intelligence decides which companies belong in the thesis. Contact infrastructure identifies and verifies the…
Early-stage SaaS teams need fast learning, not an enterprise data contract. The right source should size an ICP, produce a controlled set of verified contacts, and preserve a clean path to…
SDRs need more than names. They need the right accounts, the buying committee, verified channels, a clean handoff into the daily workflow, and feedback when records or roles change. The bes…
A manufacturer finding suppliers, a distributor finding retailers, and a wholesaler finding purchasing teams are not doing the same job. Product taxonomies and supplier capabilities matter…
Recruitment agencies buy data for two different jobs: winning employer clients and finding candidates after a mandate exists. This guide keeps those jobs separate, then compares broad emplo…
Research
Numbers, methodology, and how we arrived at them.Apollo's monthly and annual prices, per-seat commitments, credits, API costs, MCP behavior, expiry, and the cost of a usable result.
A transparent self-review of Argorant's verified B2B data, pricing, API, CLI, MCP, integrations, and current limitations.
A source-scoped review of email-list decay, verifier outcomes, job changes, catch-all behavior, and a practical re-verification schedule.
Was Käufer wirklich erwerben, wie man Datenqualität und Kosten prüft und welche rechtlichen Grenzen vor der Aktivierung gelten.
A practical comparison of free database allowances, what each unit buys, and when a free plan stops being useful.
Compare databases, professional networks, registries, email finders, and verification tools for reaching real operating owners.
Ein ehrlicher Vergleich von B2B-Datenbanken für den deutschen Markt: Datenabdeckung, Verifizierung, Preise, API, MCP und rechtliche Einsatzgrenzen.
What Cognism publishes, what remains quote-led, how credits work, and how to compare EMEA and mobile-data economics.
A reproducible count of CFOs by European country, plus CEO, CTO, CMO, HR-leadership, and owner benchmarks.
A verification-first workflow for finding CEO work emails, narrowing the right market, and exporting only usable contacts.
A verification-first workflow for finding CFO work emails, narrowing the right market, and exporting only usable contacts.
A verification-first workflow for finding CMO work emails, narrowing the right market, and exporting only usable contacts.
A verification-first workflow for finding company owner work emails, narrowing the right market, and exporting only usable contacts.
A verification-first workflow for finding CTO work emails, narrowing the right market, and exporting only usable contacts.
A verification-first workflow for finding HR leader work emails, narrowing the right market, and exporting only usable contacts.
A practical review of Apollo's database, sequencing, pricing, credits, API, MCP, and data-quality tradeoffs.
A use-case review of ZoomInfo's enterprise breadth, contract economics, data testing, MCP, and lower-cost alternatives.
Lusha's Free, Starter, and Pro prices, annual equivalents, credit timing, and action-level costs.
A reproducible 21,641-record benchmark across industries, with valid, invalid, catch-all, and unknown outcomes kept separate.
A quarterly framework that converts subscriptions, credits, verification losses, duplicates, and labor into a comparable eligible-contact cost.
ZoomInfo-Alternativen für Deutschland, Österreich und die Schweiz nach Datenjob, Preis, Verifizierung, EMEA-Fit und Agentenzugriff.
Understand ZoomInfo Lite, quote-led paid packages, seats, credits, API and MCP terms, add-ons, and the real cost per usable contact.
Comparison
Vendor against vendor, on the criteria that decide it.Compare Apollo alternatives for agencies by client separation, verified output, API and MCP access, seat economics, export rights, and campaign margin.
Compare B2B contact databases by usable email and phone output, verification, country depth, API and MCP access, public pricing, and decisive limitations.
Compare DACH B2B databases by German titles, Mittelstand and regional depth, verified emails, phones, API access, public pricing, and governance.
Compare B2B email list providers by targeting, live verification, usable exports, credit rules, public pricing, API access, and responsible list workflow.
Compare Clay alternatives for prospecting, enrichment, APIs, CRM workflows, and agent-led list building, with current public pricing and decisive limits.
Compare current Clearbit alternatives by enrichment job, public pricing, API and agent access, verification, and cost per usable result.
Compare company data APIs by fields, successful-match billing, rate limits, bulk behavior, licensing, public pricing, and MCP or agent access.
Compare data enrichment services by match billing, fields, overwrite control, APIs, agent access, public pricing, and the quality of finished CRM records.
Compare email finder tools by found rate, verification, catch-all handling, bulk and API workflow, agent access, and cost per deliverable work email.
Compare European B2B data providers by country depth, local titles, work emails, phones, verification, API and MCP access, pricing, and governance.
Compare global B2B databases by country depth, local titles, verified contacts, APIs, MCP access, pricing, and the controls required for one governed worldwide workflow.
Compare lead-generation databases by ICP filters, usable contacts, verification, exports, API and MCP access, public pricing, and activation workflow.
Compare Sales Navigator alternatives by relationship context, verified contacts, exports, CRM access, public pricing, and agent workflows.
Compare sales prospecting tools by the job they perform: relationships, contact data, intent, CRM workflow, verification, public pricing, and agent access.
Compare TAM and market-sizing tools by bottom-up counts, company coverage, filters, exportability, assumptions, APIs, public pricing, and auditability.
Compare UK B2B data providers by company and decision-maker coverage, work emails, direct dials, verification, public pricing, API access, and controls.
Compare US B2B data providers by SMB and enterprise depth, verified emails, direct dials, intent, APIs, MCP access, public pricing, and usable output.
Integration guide
Wiring Argorant into the tool or agent you already run.A workflow comparison of broad database prospecting, domain-based email finding, and verified contact search, normalized to the cost of 100 usable work emails.
A step-by-step Clay HTTP integration for using Argorant as a source or enrichment call, with secure credentials, one-row tests, conditions, error branches, and dual-ledger cost control.
A direct valid-only Argorant-to-Instantly handoff guide with field mapping, campaign selection, scheduling awareness, idempotency, and destination reconciliation.
A direct lemlist workflow that connects a revocable API key, lists campaigns, and pushes completed valid-only exports with field mapping and reconciliation.
A set of self-hostable Argorant workflows built with n8n's standard HTTP Request node, including free counts, approvals, export polling, CRM and sender handoff, retries, idempotency, and se…
A code-backed valid-only pipeline from Argorant search and verification into a selected Smartlead campaign, with mapping, dedupe, idempotency, and reconciliation.
A task-based comparison of B2B data APIs for agents, covering REST, MCP, authentication, preview controls, paid reveals, licensing, and the cost of a usable contact rather than a nominal cr…
The alternate pay-as-you-go search intent, canonicalized to the no-subscription provider guide and explained through a five-part pricing taxonomy.
A reference architecture for AI SDR data, separating company coverage, people coverage, verification, CRM and suppression state, personalization evidence, and sender activation.
A plan-accurate comparison of Claude lead-generation connectors, including individual and organization setup, tool depth, provider credits, cloud reachability, and revocation.
A current, hands-on guide to connecting lead data inside ChatGPT, with clear distinctions among remote MCP, directory apps, custom GPT actions, prompt links, and REST called by code.
A hands-on MCP comparison based on supported clients, authentication, sales tool depth, approvals, credit visibility, and revocation rather than a vendor's use of the MCP label.
A strict comparison of providers that let buyers pay once for usable B2B contact output without maintaining a recurring data subscription.
A category-correct comparison showing when to use Clay for table-based enrichment orchestration, Argorant for search and verified contact output, or both through HTTP.
A deliberately split CRM guide: direct code-backed Argorant push for HubSpot, and CSV or custom Salesforce API upsert for Salesforce until a native provider exists.
An evidence-gated workflow for using Grok Bot routines, computer and app access, approvals, and custom MCP tunneling around Argorant prospecting tasks.
A sourcing workflow for translating an acquisition thesis into a deduplicated company universe, owner-level contacts, verification, scoring, and compliant outreach.
An operational valid-only workflow for list verification, caching, recency, suppression, unknown and catch-all handling, sender controls, and post-send monitoring.
A practical Claude workflow that turns a natural-language ICP into counts, masked previews, a reviewed segment, and verified output through Argorant's remote MCP connector.
A native English and German workflow for finding German private-company owners and managing directors, validating identity, verifying work contact data, and applying local outreach rules.
A reproducible method for turning an ICP into account, contact, and reachable-market counts, with dated filters, zero-cost iteration, exclusions, and scenario ranges.
A procurement-grade three-way comparison of enterprise sales intelligence, covering regional coverage, workflow breadth, verification, API and agent access, contracts, and effective cost pe…
Article
Shorter takes on data quality, deliverability and outbound.A practical walkthrough of agent-driven list building: connect Claude to Argorant over MCP, scope a list with free counts and previews, then reveal and export only what survives scrutiny.
A field guide to list definition: why industry filters lie, why seniority is a pattern set rather than a dropdown, how to size a list backward from sending capacity, and the preview-first w…
Sticker price per credit tells you almost nothing. Here's the full cost-per-usable-contact equation — seats, bounce rates, cleanup tools, deliverability damage — and a method for comparing…
B2B contact data decays the moment it's collected. Here's why the timing of verification matters more than the method, what an SMTP probe actually proves, and how pay-per-valid pricing chan…
