Delivered outcome · production evidence
AI sales automation rebuilt for reliability — 80+ qualified leads a day
The v1 AI outbound pipeline broke on bad data, API failures, missing logs, and silent workflow crashes.
What Zenveus built
The work behind the result.
Production n8n pipeline with field validation, GPT retries and fallbacks, AI output validation, execution logs, and error alerts.
Validated lead intake and enrichment
Added field-level validation and enrichment gates before records entered the AI workflow, preventing incomplete or malformed data from contaminating downstream steps.
Reliable AI generation
Wrapped GPT-generated outreach with output validation, retries, and deterministic fallbacks so transient model or API failures did not stop the pipeline.
Observable revenue operations
Implemented execution logs, error workflows, and rapid alerts across n8n, Google Sheets, Gmail, and RSS sources so failures could be identified and recovered quickly.
Engineering takeaway
Production AI automation needs validation, retries, fallbacks, logs, and alerting around the model.
Explore a similar path
The services behind this outcome.
Start with the part of the system that matches your constraint. We will scope the smallest engagement that creates usable production evidence.
AI & Automation
Replace fragile manual work with observable, governed automations and human handoffs.
Explore service Service / 02Agentic AI & Workflows
Design grounded agents, retrieval systems, guardrails, and production AI workflows.
Explore service Service / 03Forward Deployed AI Engineer
Embed senior engineering into the product, codebase, and operating workflow until the outcome ships.
Explore serviceBring us the constraint
Build the evidence your product needs next.
We can audit, harden, take over, or build the system — with a defined outcome and a production handoff.