AI Workflow
Documents, transcripts, call audio, and CRM leads become RAG-backed analysis, scoring, approval drafts, and CRM-safe handoff.
Use this page to evaluate fit for remote AI automation, backend/platform, CRM/ERP/API integration, DevOps, internal tools, and technical proof review. It points to the strongest public evidence first.
The core signal: I do not just connect workflow nodes. I move state, RAG, approvals, audit, retries, idempotency, quality checks, and integration contracts into backend-owned systems, then leave CI, docs, runbooks, and reviewable proof.
Documents, transcripts, call audio, and CRM leads become RAG-backed analysis, scoring, approval drafts, and CRM-safe handoff.
FastAPI/PostgreSQL systems with records, roles, workflow state, OpenAPI, audit/outbox, tests, Docker, CI, and docs.
CRM/ERP/API/1C/banking boundaries with mapping, validation, retries, idempotency keys, dead-letter states, and rollout notes.
Self-hosting, Docker Compose, health checks, release gates, logs, smoke checks, recovery paths, and operator runbooks.
Best match when the work owns APIs, data models, workflow state, internal tools, tenants, records, roles, tests, and handoff docs.
First result: one backend slice with contract, tests, docs, and deployment path.
Best match when documents, transcripts, tickets, or leads need retrieval, analysis JSON, scoring, citations, approvals, and quality checks.
First result: one inspectable RAG or transcript workflow with eval and approval boundary.
Best match when CRM, ERP, 1C, banking, accounting, webhook, spreadsheet, or custom database boundaries need reliable adapters.
First result: source/target contract, mapping, validation, idempotency, retry state, and rollout notes.
Best match when Docker, CI, release gates, health checks, logs, backup/recovery, smoke checks, or runbooks need ownership.
First result: one hardened deployment or recovery path with visible verification.
Best match when operators need admin surfaces, queues, approvals, audit trail, notifications, validation, and repeatable workflows.
First result: one working operator flow with state, permissions, and support handoff.
Best match when a team needs a repo, workflow, integration, deployment, or AI claim reviewed before committing more budget.
First result: claim-to-evidence map, risks, smallest responsible slice, and verification route.
| If the role/request is | I can own first | Proof to open |
|---|---|---|
| Backend/platform role | Map one business workflow, model records and state, expose API/admin behavior, add tests, docs, and a deploy path. | DriveDesk Core and DriveDesk Proof Route. |
| AI automation / RAG role | Build one retrieval or transcript workflow with citations, structured output, quality eval, approval boundary, and logs. | AI Ops Workflow Kit and AI Ops live owner proof. |
| CRM/ERP/API integration role | Define source/target contracts, map fields, validate input, add retries/idempotency, dry-run boundary, and rollout notes. | DriveDesk AI Operator and Enterprise Readiness. |
| DevOps/recovery role | Add or harden Docker/CI, health checks, logs, smoke checks, backup/recovery notes, and operator runbook. | DeployMate and Verification Pack. |
I use AI tooling as an engineering accelerator, but the responsibility stays with me: architecture, state, integration boundaries, tests, logs, deployment, docs, and shipped quality.
The useful proof is that public code, docs, CI, live smoke, runtime evidence, privacy boundaries, and handoff routes are visible enough for a recruiter, hiring manager, or technical reviewer to decide what to inspect next.