Channels
This page documents how Facebook works in the current OrcaPulse project: Facebook Pages, post comments, Messenger threads, Lead Ads intake, webhook subscriptions, AI-assisted replies, duplicate checks, and conversion into routed leads.
What this Facebook integration covers
OrcaPulse treats Facebook as a full inbound acquisition channel rather than a decorative social connector. The product already includes Page-linked authentication, webhook subscriptions, comment and Messenger handling, lead capture records, and downstream routing into workflows.
That means Facebook can operate as a live qualification surface where intent arrives in public comments, private conversations, or paid Lead Ads forms, then moves into the operating system of the business.
Facebook capture surfaces
The current Facebook path is multi-surface by design. OrcaPulse does not flatten all Facebook activity into one vague stream. It preserves whether the lead came from a comment thread, a Messenger exchange, or an ad form submission.
Comments and replies
Capture high-intent comment activity from Facebook posts, detect keywords, and decide whether to reply publicly or continue privately.
Messenger conversations
Keep Facebook Messenger threads alive as real lead conversations, with AI follow-up, human takeover, and context preserved over time.
Lead Ads intake
Turn Facebook Lead Ads submissions into structured leads that can be assigned directly into workflows instead of sitting in ad-platform silos.
- Post comments: top-level Facebook comments can trigger capture and reply logic based on intent.
- Messenger DMs: private messages can create or extend conversation-based social leads with history attached.
- Lead Ads: form submissions can enter OrcaPulse with structured contact payloads instead of manual export work.
- Preserved source context: operators can later see exactly how the lead entered the system.
Pages, webhooks, and AI handling
Facebook in OrcaPulse is webhook-driven. The backend connects through the Meta flow, links the relevant Page, subscribes it for updates, and listens for content or messaging changes that matter for lead capture.
After a capture event arrives, the system can apply keyword-based decisions, public replies, DM follow-ups, or richer AI-led conversation handling depending on how the integration is configured.
- Page-aware setup: connected Pages are the operational unit behind comments, messages, and subscriptions.
- Trigger-keyword logic: comments can be filtered for buying signals before automated responses are sent.
- Public and private paths: the product can reply on-thread or move into Messenger for deeper collection.
- AI conversation flow: Messenger can continue with contextual AI replies until a takeover or routing moment happens.
Lead Ads and workflow routing
Facebook Lead Ads are one of the strongest parts of this channel because the contact data often arrives structured from the start. OrcaPulse can ingest that data, store it as a social lead or converted lead path, and assign it into the broader workflow engine for follow-up.
Once routed, Facebook-originated leads can move through the same execution system as other leads: timing rules, follow-up automation, CRM sync, review surfaces, and human escalation when needed.
- Structured ad payloads: Facebook Lead Ads can arrive with useful contact fields already present.
- Workflow assignment: captured leads can be tied directly to a downstream OrcaPulse workflow.
- Review continuity: teams can still inspect the original Facebook source even after routing.
- Unified execution: a Facebook lead can follow the same operational pipeline as web, CRM, or webhook leads.
Contact quality and duplicates
Facebook conversations are valuable, but they are only operationally useful when the system can recognize identity quality and prevent noisy repetition. OrcaPulse already includes duplicate-aware behavior in the broader social lead flow so the same contact does not keep spawning unnecessary downstream work.
This makes Facebook especially strong for scaling because comment interest, Messenger conversations, and ad forms can all funnel into one lead system without multiplying duplicates every time the same person interacts again.
- Contact extraction: Messenger and social capture flows can collect or parse phone and email details.
- Duplicate detection: the platform can stop repeat contacts from becoming duplicate routed leads.
- Better handoff quality: workflows receive cleaner lead records with clearer source history.
- Operator clarity: teams spend less time wondering if two Facebook leads are actually the same buyer.
How to launch Facebook well
The most effective first Facebook rollout is focused. Start with one Page, one high-signal entry point, and one clear downstream workflow. In many cases that means beginning with Lead Ads or Messenger first, then layering comments and richer automation after the team sees stable routing behavior.
Facebook becomes powerful when every step is intentional: capture, qualify, detect duplicates, route, and preserve the original conversation context.
- Choose one primary surface: start with Lead Ads or Messenger before automating every post comment flow.
- Test the Page connection: confirm webhook subscriptions and reply behavior before scaling campaigns.
- Review duplicate handling: make sure repeated interactions do not create messy lead churn.
- Validate workflow outcomes: confirm Facebook leads land in the exact workflow and review surface you expect.
Next steps
After Facebook, the natural companion page is Instagram because the two channels share parts of the Meta integration model but behave very differently in how comments, DMs, stories, and workflow timing should be designed.


