How do you vibe code a zero-latency contact form triage pipeline using Supabase Edge Functions and LLM routing?

Question

Tyler Smith · Accepted Answer

Inbound contact forms and partner inquiry forms frequently suffer from two operational extremes: aggressive, low-quality bot prospecting on one end, and high-value buyer requests languishing unassigned on the other. Traditional legacy automation tools introduce significant latency, inflexible regex filters, and expensive per-seat software licensing fees.

Using AI vibe coding techniques centered on Supabase Edge Functions and Anthropic routing patterns, technical teams can construct an intelligent, edge-native lead triage pipeline within a single afternoon. Running on Deno at the network edge, Supabase Edge Functions process incoming form payloads with negligible cold starts, executing logic directly in memory.

The architecture relies on a specialized LLM routing pattern. When a payload hits the HTTP webhook:

• Classification & Guardrails: A compact, high-speed foundation model inspects the submission against predefined company criteria. The model categorizes the intent into categories such as Strategic Partnership, Qualified Enterprise Lead, Technical Support, or Vendor Cold Outreach.
• Synthesized Context Extraction: For qualified inquiries, a secondary chained prompt extracts core company parameters, target timelines, and immediate pain points, structuring them into a validated JSON schema.
• Deterministic Action Dispatch: The function routes the enriched record into Supabase PostgreSQL, triggers an instantaneous Slack notification to the relevant leadership seat on the EOS Accountability Chart, and queues a calendar invite.

If the submission represents unsolicited cold prospecting or spam, the engine drops the payload gracefully or stores it in a low-priority audit table without disturbing customer-facing teams. This vibe-coded edge pattern protects operational focus, ensures response times stay under five seconds, and establishes an auditable, self-contained lead pipeline without bloated external subscriptions.