You will get Bespoke AI Agent Package — Portable Prompts & Context You Own

4.6

Let a pro handle the details

Buy Generative AI services from Allison Chia-Yi, priced and ready to go.
4.6

Let a pro handle the details

Buy Generative AI services from Allison Chia-Yi, priced and ready to go.

Project details

You get a bespoke AI agent shaped around your actual work — delivered as portable, plain-text files you own: a tuned system prompt, a skills/ and wikis/ context library, and setup instructions, ready to run in Claude or ChatGPT (and, on the top tier, a published Custom GPT). No subscription, no platform lock-in, no black box — you can read, edit, and extend everything. I build these on the same streamlined pipeline I use for my own AI products, so you get a production-grade scaffold without production-grade cost, tuned to your domain, your terminology, and your workflow.
AI Algorithms
Large Language Model
AI Applications
AI Chatbot, AI Content Creation, AI-Enhanced Classification, AI-Generated Code, Conversational AI
AI Development Language
Python
AI Models
GPT-4
What's included
Service Tiers Starter
$200
Standard
$750
Advanced
$1,800
Delivery Time 5 days 15 days 30 days
Number of Revisions
135
AI Model Integration
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Batch Normalization
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Database Integration
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Detailed Code Comments
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Image Upscaling
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MLOps
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Model Deployment
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Model Documentation
Model Monitoring
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Model Testing & Optimization
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Model Tuning
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Natural Language Processing
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NLP Tokenization
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Pre-Training
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Prompt Engineering
Setup File
Source Code
Optional add-ons You can add these on the next page.
Fast Delivery
+$300 - $2,700
Additional Revision
+$50

Frequently asked questions

4.6
5 reviews
80% Complete
1% Complete
(0)
20% Complete
1% Complete
(0)
1% Complete
(0)

FC

Fiona C.
5.00
Jun 6, 2026
Qualitative interview about AI procurement / adoption process in software / tech companies

SS

Shweta S.
3.10
Feb 22, 2024
Write an article about machine learning pipeline Allison was unable to deliver the article quality we expected. She was busy, used AI tools when explicitly asked not to and tried to complete the article with minimal effort.

SS

Shweta S.
5.00
Feb 22, 2024
Write an article about data drift

BF

Bob F.
5.00
Feb 16, 2024
Write an article about Data Drift

NB

Norman B.
5.00
Oct 20, 2023
Training Random Forest Classifier to Identify Innovations Allison is an expert, professional, fluent and articulate. I highly recommend her for anything in her span of expertise.
Allison Chia-Yi W.Status: Offline

About Allison Chia-Yi

Allison Chia-Yi W.Status: Offline
Fractional AI Advisor & Coach | PhD | 15 yrs shipping ML
4.6  (5 reviews)
San Diego, United States - 8:12 pm local time
Most teams don't have an "AI problem" — they have a decision problem: what to build, what to buy, what to ignore, and who owns what once the agents are in the room. Before I recommend a single tool, I want to understand how your team actually works today.

I'm Allison — PhD in bioinformatics, VP of Data Science, and faculty lecturer at UCSD's Rady School of Management, where I translate AI and machine learning for people who don't code. For ~15 years I've shipped production ML in regulated science — biotech, diagnostics, and Fortune 500 life sciences — so the advice I give is held to a production bar, not slideware.

Here's how I can help, depending on what you need:

• 1:1 & TEAM AI COACHING / TUTORING — I teach individuals and teams to work confidently with AI and agentic tools (Claude, ChatGPT, Cursor, and agent workflows) in plain language, on your stack, with your real tasks. The goal is to make your people self-sufficient — not one "hero user" with a login.

• AI STRATEGY & ADOPTION ADVISORY — Where does AI actually fit? I help leaders decide: roadmaps, build-vs-buy, where agents belong in a workflow, where the guardrails go, and how to run a pilot → measure → scale loop you can defend.

• FIXED-SCOPE STRATEGY SPRINT — A short, bounded engagement that ends in one decision-grade deliverable: an architecture brief, a build-vs-buy memo, an AI/ML stack recommendation, or a vendor/tool assessment.

• AGENTIC WORKFLOW SETUP ADVISORY — A review of how you're using (or want to use) Claude Code, Cursor, GitHub agents, and CI, with a clear recommendation on structure, ownership, and guardrails. Advisory and teaching, so your team can run and maintain it — not ghost-built.

• TECHNICAL DUE DILIGENCE (for investors) — For biotech and climate-bio deals, I pressure-test the AI/ML claims in a company before you wire money, and deliver a clear memo plus a debrief.

• WORKSHOPS & TEAM ENABLEMENT — Scoped live sessions that teach a team to work with AI and agents on their own workflows.

A few proof points: $80M in business impact from ML-driven pricing strategy (Thermo Fisher); built and led a 6-person data science team from zero (Juno Diagnostics); a fractional data-science engagement that the client converted into a full-time VP role — the strongest "value delivered" signal a fractional engagement can give.

How I work: I sell judgment and coaching, not hours of build-for-hire. The first conversation is mostly me listening — I can't hand you a roadmap or a lesson plan worth anything until I understand your team, your stack, and the decision you're actually stuck on. Then I give you a clear, opinionated recommendation.

Who I'm a good fit for: founders, leaders, investors, and individuals at science-driven and tech companies — biotech, climate, and general startups-to-enterprise — who want to adopt AI deliberately and level up their own people.

A few things I don't take on (so we don't waste your time): staff-augmentation / open-ended production build, ongoing embedded fractional CTO or Head-of-AI roles, defense or military work, crypto / fintech / Web3 / investing, equity-only arrangements, and on-call / 24×7 support.

If that sounds right, send me a short note about the decision you're stuck on, or the workflow you want AI in first — and we'll start there.

Steps for completing your project

After purchasing the project, send requirements so Allison Chia-Yi can start the project.

Delivery time starts when Allison Chia-Yi receives requirements from you.

Allison Chia-Yi works on your project following the steps below.

Revisions may occur after the delivery date.

Initiate a Short Intake Call

I run a short intake to capture your use-case, domain context, and target platform (Claude, ChatGPT, or — on Advanced — a published Custom GPT).

Construct the Knowledge Base

I build the knowledge base and tune the system prompt — you supply the sources on Starter; I research and assemble the skills/ + wikis/ on Standard and Advanced.

Review the work, release payment, and leave feedback to Allison Chia-Yi.