Olark vs Twilio
Side-by-side trajectory, velocity, and editorial themes.
Olark rebuilds around v2 — new layout, AI Assistants surface, in-product bot evaluation.
Olark is mid-rollout of v2, a full interface rebuild that landed in mid-2025. The AI Assistants area is now structured around Knowledge / Persona / Evaluation tabs, with bot review and feedback (thumbs up/down on individual answers) happening directly in-product. Knowledge ingestion has expanded to JSON and ZIP files plus much larger website crawls. Smaller v2 quality-of-life touches keep landing — collapsed agent menus, static offline messages, Group ID exposure for API users.
The product is being rebuilt around AI-assisted chat support, not bolted on. The Evaluation tab in particular signals a closed-loop training direction — agents tune the bot from real conversations rather than configuring it abstractly. v2 is also shedding classic settings page by page; expect that migration to keep producing visible incremental wins.
Next moves likely deepen the bot evaluation loop — automatic quality scoring, suggested knowledge updates from low-rated answers — and continue retiring classic surfaces. A pricing/tiering revisit around AI usage is plausible once the v2 migration has run its course.
Twilio pivots from messaging rails to AI agent infrastructure
Twilio shipped its AI Conversations layer to GA in early May, with Agent Connect, Conversation Memory, Conversation Intelligence, and Enterprise Knowledge all landing together. On top of that it is now layering channel and compliance breadth, including Apple Messages for Business in private beta and EU data residency for SMS. The base messaging business continues its routine carrier-housekeeping cadence.
The product is repositioning from a messaging and voice API into agent infrastructure, with the Agent Connect SDK and the memory and intelligence primitives as the new center of gravity. Channel expansion and a 10,000-recipient bulk API suggest Twilio wants to be both the rails and the brains for AI customer conversations.
Expect the Conversations primitives to move from individual GAs toward a bundled, opinionated agent stack, and Apple Messages for Business to graduate from private beta toward public availability.
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