Where the work begins.
Outreach involves a sequence of dependent tasks: discover a relevant opportunity, understand the lead, research the context, create a useful message, and decide when it should be delivered.
A system around the need.
A connected sales automation workflow for job and opportunity discovery, lead search, enrichment, contextual research, personalized generation, approval, scheduling, delivery, and auditing.
Core capabilities
- Opportunity and lead discovery
- Lead enrichment
- Contextual research
- Personalized content generation
- Human approval
- Scheduling, delivery, and workflow auditing
Connecting the pieces.
I worked on AI workflow automation and integrations at Wishtree Technologies across discovery, enrichment, generation, and business processes using Python, FastAPI, and connected APIs.
Preserve research through each handoff and keep human approval explicit before delivery.
Beyond the happy path.
The design challenges that matter for this kind of system.
Keeping context through the pipeline
Research and enrichment must remain useful to downstream generation. Each step needs a clear purpose and a meaningful handoff.
Human judgment at the right point
Approval is an explicit stage before scheduling and delivery. This keeps generated content within a reviewable workflow.
Visible execution
A multi-step workflow needs auditable state so an operator can understand which stages have completed and what comes next.
What the system enables.
A connected outreach pipeline that brings research, generation, review, and delivery into an auditable business workflow.
Automation is most useful when it preserves context and makes the human decision point explicit.
This case study presents a qualitative, conceptual overview. Client identities, internal implementation details, and performance metrics are not disclosed.