IC Lab / Comparisons
Compare AI tools by what you need to do.
Compare pricing units, usage limits and worked budgets across seven categories. Each guide sets out its workload assumptions, included allowances and extra costs so you can adapt the numbers to your work.
What are you comparing?
Choose a category to jump to its guides
Customer support
Compare the cost of resolved conversations and enterprise support contracts.
Customer support
Compare the cost of resolved conversations and enterprise support contracts.
Workflow automation
Find the right billing model for tasks, executions and AI workflows.
Workflow automation
Find the right billing model for tasks, executions and AI workflows.
AI assistants & teammates
Understand seats, usage credits and personal assistant allowances.
AI assistants & teammates
Understand seats, usage credits and personal assistant allowances.
Sales & prospecting
Compare data enrichment, outbound email and AI sales representatives.
Sales & prospecting
Compare data enrichment, outbound email and AI sales representatives.
Clay vs Apollo vs Cognism
Cost per usable email and European data sourcing checks
Pricing comparison · October 2026Apollo vs Hunter vs Snov.io vs Lusha
Email lookup volumes, verification and five-rep budgets
Pricing comparison · October 2026Instantly vs Smartlead vs Lemlist vs Woodpecker
The full 50,000-email bill, including mailboxes and domains
Pricing comparison · October 2026AiSDR vs Artisan vs Agent Frank vs Regie.ai
Current offers, historical examples and billable-contact definitions
Agent builders
Explore platform pricing, usage tiers and deployment costs.
Agent builders
Explore platform pricing, usage tiers and deployment costs.
Voice agents
Compare call minutes and the fees beyond the base rate.
Voice agents
Compare call minutes and the fees beyond the base rate.
Coding agents
Calculate the cost of AI development tools for teams.
Coding agents
Calculate the cost of AI development tools for teams.
Worked budgets are scenarios, not quotes or performance tests. Each guide distinguishes published prices, estimates and undisclosed terms. Check workload volumes, billing periods, allowances, base fees and pass-through costs before comparing totals, then confirm the linked vendor terms.