Everything you need to evaluate, deploy, and optimize AI support — organized by where you are in your journey.
Explore AI customer support deflection rate benchmarks by industry, from SaaS to ecommerce, and learn what factors influence a good deflection rate.
Uncover the hidden fees in AI customer support tools, from setup charges to overage penalties, and learn how to avoid billing surprises.
Discover how accurate AI really is at answering customer questions, what affects response quality, and how to measure and improve AI accuracy rates.
Understand how AI customer support pricing scales with growing ticket volume, including volume discounts, tier upgrades, and cost optimization strategies.
Learn how AI customer support handles sarcasm, slang, and angry messages with sentiment analysis, emotional intelligence, and de-escalation strategies.
Learn how leading companies handle AI customer support mistakes with proven frameworks for detection, response, recovery, and prevention of AI errors.
Learn how AI customer support handles novel questions it has never encountered, including generalization, zero-shot reasoning, and smart escalation strategies.
3 real triggers AI uses to escalate to humans: confidence scoring, sentiment analysis, business rules. What works — and what gets missed.
Learn how AI customer support pricing is structured, from per-ticket to per-agent models, and find the best pricing approach for your business needs.
Learn the ideal duration for an AI customer support pilot, what milestones to track, and how to structure evaluation for confident go/no-go decisions.
Realistic timelines for AI customer support cost savings. Learn what to expect in months 1-3, 3-6, and 6-12, plus factors that speed up or delay results.
Learn about Twig's history building AI for customer support, its founding vision, product evolution, and why its experience matters for your team.
Download the free AI Agents Playbook — how top CX teams deploy autonomous agents to resolve 70% of tickets.
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