AI Workflow Reliability Audit
For a workflow that works most of the time but fails in the ugly 10%.
- workflow and failure-mode map
- retry / timeout / duplicate-risk review
- prioritized remediation plan
- test checklist and handoff notes
AI AUTOMATION / DATA / RELIABILITY
Build it.
Make it hold.
I have been building AI/LLM-assisted software and automation since November 2022. I turn messy workflows into small, testable systems: AI agents, API integrations, data checks, automation recovery and practical internal tools you can run, inspect and hand off.
3+ YEARS HANDS-ON DEVELOPMENTTEXT-FIRSTTEST BEFORE HANDOFF
Start with the problem class.
The general request desk stays broad; these focused pages show the exact delivery model and closest public proof for common work.
AI / LLM
AI Automation
Agents, n8n/Make, APIs and operational workflows.
Open service ↗ FAILURE / RECOVERYWorkflow Reliability
Retries, timeouts, observability and duplicate prevention.
Open service ↗ JSON / CSVData Quality
Validation, drift detection, cleanup and QA.
Open service ↗ PYTHONPython Automation
Browser tasks, APIs, CLIs and small operational tools.
Open service ↗Small scope. Professional handoff.
Direct clients can book the fixed scopes below. If we first met through Upwork or another marketplace, the project and payment stay on that marketplace.
JSON / CSV Data Quality Guard
For exports, API payloads or pipeline data that need repeatable validation.
- shape and quality audit
- validator or drift-check setup
- machine + human-readable report
- CI-ready command when appropriate
Prompt & Content System
For teams that need repeatable AI output instead of one-off prompts.
- 10 reusable prompt templates
- input / output contract
- quality and fact-check checklist
- usage notes and examples
API & Webhook Contract Gate Setup
For one JSON API or webhook path that needs explicit validation before production or CI.
- required fields, types and enum rules
- reusable Python validator
- pass/fail exit semantics and QA report
- sanitized fixtures and handoff notes
Idempotency & Duplicate Prevention Setup
For webhook, API, AI-agent or automation steps where retrying can duplicate money or work.
- idempotency-key and fingerprint design
- durable execute / skip / conflict receipts
- explicit failed-retry boundary
- verification and handoff notes
Need implementation, not just a report?
CUSTOM AUTOMATION SPRINT
One workflow, one measurable outcome.
Typical work includes webhook/API integrations, Google Workspace automation, AI-assisted classification or drafting, data validation, failure alerts, and small internal tools. I prefer one production path first, then expand after it survives real inputs.
FROM$350Discuss on Upwork ↗
Inspectable work, not vague claims.
Public repositories and demos are intentionally small enough to review.
DATA RELIABILITY
Data Shape Guard
Dependency-free JSON/JSONL drift detection with secret redaction, strict parsing, tests and CI failure gates.
Code ↗ WORKFLOW CONTRACTSWorkflow Contract Gate
Explicit API/webhook fixture contracts with secret-safe diagnostics, deterministic exit codes, regression tests and CI.
Code ↗ SIDE-EFFECT RELIABILITYIdempotency Receipt Ledger
SQLite receipts that prevent duplicate webhook, API and automation side effects with explicit execute/skip/conflict semantics.
Code ↗ AGENT RELIABILITYAgentLink
Long-running agent and external-effect patterns centered on state, receipts and duplicate prevention.
Code ↗ CONTENT SYSTEMSBrief to Page
A validation-first static-page pipeline built from a structured brief, with safe URL boundaries and repeatable output.
Code ↗What “done” means.
Reproduce
Define the input, expected result and failure condition before changing the system.
Verify
Run realistic inputs, capture actual outputs and keep failure behavior visible.
Hand off
Leave concise setup, test and rollback notes so the work is maintainable after delivery.
Send the messy version.
A workflow diagram is nice, but a failing payload, screenshot, CSV or short written brief is enough to start scoping.