AI reads the company
Every agent
AI crawls the site and writes the offer, the audience, the voice, and the brand. Website chat, card flows, and LinkedIn start from that.
SMOC has one Studio and Console, but two native conversation runtimes.
Web flows have two formats. Both use the same graph and the same analytics.
Chat flow — bubble conversation on your site, ads, or an embed.
Card flow — a page that steps forward. The public URL ends in /cards. In Style → Page you can add text and design above, beside, and/or below the card. iframe_mode=true shows the card alone, which is what a short contact embed needs. See Card flows.

| Web flow | LinkedIn message flow | |
|---|---|---|
| Flow Sessions | Visitor opens / begins the flow | Successful profile view, connection send, DM, or InMail |
| Unique Users | Distinct visitors in the range | Distinct contacts with that activity |
| Does not count | — | Enrollment alone, or waits before the first successful LinkedIn action |
Message-flow Breakdown (on a single agent or rolled up on the company Agents Breakdown tab) also shows outbound actions for the selected date range, a planned actions table for the next seven days, and an outreach funnel (enrolled, connects, and so on). Outbound actions follow your date filter; the funnel and planned schedule do not. Details: Reading Agents analytics in Console.
Email, WhatsApp, and SMS are useful to distribute links into a web flow (or notify people), but they are not peer conversation runtimes alongside web and LinkedIn today.
| Situation | Prefer |
|---|---|
| Homepage or paid social chat | Chat flow |
| Landing page with copy around the steps | Card flow |
| Account-based outbound on LinkedIn | Message flow |
| Need brand theme and a card-only iframe | Card flow |
| Need connect → DM sequences | Message flow |
See also Sales Launch end-to-end, Inbox for LinkedIn replies, and Using Studio Recommendations (LinkedIn recs cover copy and A/B, not web forms).
Where AI runs
Website chat, card flows, and LinkedIn share one system. AI does each job below. The line under the title says where that job runs.
Every agent
AI crawls the site and writes the offer, the audience, the voice, and the brand. Website chat, card flows, and LinkedIn start from that.
Every agent · theme on web · list on LinkedIn
AI writes the flow. Theme runs on website chat and cards. Translation runs on every agent. AI finds the prospect list on LinkedIn.
Path on every flow · web and LinkedIn split
Reinforcement learning on the flow path runs on every agent. Recommendations run on web. Right timing and reply reading run on LinkedIn.
Every agent
AI proposes a variant, uses your review on the next draft, and starts from an example that already works. You apply the change.
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