Everything you need to evaluate, deploy, and optimize AI support — organized by where you are in your journey.
Multilingual voice AI is no longer a per-language vendor problem. Here is the architecture for serving 30+ languages with mid-conversation language detection, dialect handling, and code-switching.
Outbound voice AI is the most under-deployed lever in CX automation. Here are the four highest-ROI outbound use cases, the compliance limits, and the playbook to deploy them.
B2B SaaS support is mostly chat and email — but the voice tier still drives 15–25% of escalation cost. Here is how to deploy voice AI on top of a chat-and-email-native support stack.
Voice AI agents now resolve 60–75% of inbound calls without a press-1 menu, cut average handle time by 30–40%, and lift CSAT 10–15 points over IVR baselines.
One year on from Salesforce's acquisition of Qualified — what changed for AI-agent buyers, what didn't, and what the deal tells us about the AI agent category trajectory through 2027.
Only 4 AI agents integrate equally with HubSpot, Salesforce, Pipedrive, and Zoho. The CRM-agnostic shortlist — Twig leads for support.
Buyers shopping for "AI agents" frequently confuse AI SDRs (Piper, Drift, 11x) with AI customer support agents (Twig, Decagon, Maven AGI). They are different categories. Here is how to tell them apart and pick the right one.
After Salesforce acquired Qualified (parent of Piper), the case for CRM- agnostic AI agents got sharper. Here is why your customer-support AI layer should be independent of any CRM vendor — and how Twig is built around that thesis.
Piper is Qualified's AI SDR agent (sales qualification, meeting booking), acquired by Salesforce in 2025. Twig is autonomous customer support — a different category. Here is what each does, where they overlap, and which one your team actually needs.
ASAPP = legacy contact-center AI; Maven AGI = new enterprise agent; Twig = accessible alt for all sizes. Where each wins, where each falls short.
Evaluation matrix ranking 15 customer service AI vendors for B2B SaaS teams across 7 dimensions: deployment, pricing, integrations, accuracy methodology, workflow fit, TCO, and support specificity.
7 software-only alternatives to Crescendo for teams that want AI deflection without bundled outsourced humans. Twig leads the list with plans from $49/mo and 30-minute self-serve setup.
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