You will get an FP&A automated variance (flux) commentary generator
Project details
I build automated month-end variance (flux) commentary for finance teams — turning the repetitive work of explaining budget-vs-actual movements into a reliable, reusable pipeline that runs on your own financials.
You provide your P&L (actuals vs budget); you get back a management-ready report: a variance table flagging what's material by your own thresholds, clear commentary explaining each movement, and a formatted PDF ready for your review pack.
What sets this apart is control over accuracy. The numbers are computed and screened before any AI is involved — the model only narrates figures it's given, never invents them. A built-in validation layer checks every figure in the commentary against your source data and flags anything unsupported, so nothing fabricated reaches your report.
Configured to your chart of accounts, your materiality policy, and how your P&L works — then handed over so your team can run it each month. Optional extensions: month-over-month and year-over-year trends, and revenue price/volume/mix analysis.
Let's talk about your close process.
You provide your P&L (actuals vs budget); you get back a management-ready report: a variance table flagging what's material by your own thresholds, clear commentary explaining each movement, and a formatted PDF ready for your review pack.
What sets this apart is control over accuracy. The numbers are computed and screened before any AI is involved — the model only narrates figures it's given, never invents them. A built-in validation layer checks every figure in the commentary against your source data and flags anything unsupported, so nothing fabricated reaches your report.
Configured to your chart of accounts, your materiality policy, and how your P&L works — then handed over so your team can run it each month. Optional extensions: month-over-month and year-over-year trends, and revenue price/volume/mix analysis.
Let's talk about your close process.
AI Algorithms
Large Language ModelAI Applications
AI-Enhanced ClassificationAI Development Language
PythonAI Models
ChatGPT, LLaMAWhat's included
| Service Tiers |
Starter
$150
|
Standard
$500
|
Advanced
$1,200
|
|---|---|---|---|
| Delivery Time | 2 days | 4 days | 6 days |
Number of Revisions | 1 | 2 | 3 |
AI Model Integration | |||
Batch Normalization | |||
Database Integration | - | ||
Detailed Code Comments | |||
Image Upscaling | - | - | - |
MLOps | - | - | - |
Model Deployment | - | ||
Model Documentation | - | ||
Model Monitoring | - | - | |
Model Testing & Optimization | - | ||
Model Tuning | - | - | |
Natural Language Processing | - | - | - |
NLP Tokenization | - | - | - |
Pre-Training | - | - | - |
Prompt Engineering | - | - | - |
Setup File | - | - | - |
Source Code | - | - | - |
Optional add-ons
You can add these on the next page.
Fast Delivery
+$15 - $25
Additional Revision
+$15About Sharon Yuen Kei
Accounting & Consulting
Makati City, Philippines - 3:09 am local time
2. Financial Data Integration: I integrate various financial systems and tools using automation, ensuring seamless data flow and real-time updates across departments and platforms.
3. Robotic Process Automation (RPA): I implement RPA tools to handle repetitive, rule-based tasks, such as invoice processing, financial statement generation, and payroll management, freeing up time for higher-value activities.
4. Reporting Automation: I design and deploy automated reporting solutions, reducing the manual effort involved in generating financial reports. This ensures timely and accurate reports, including income statements, balance sheets, cash flow, and performance dashboards.
5. Compliance and Auditing: You automate compliance checks, auditing processes, and regulatory reporting, ensuring that your organization stays aligned with the latest financial regulations.
Steps for completing your project
After purchasing the project, send requirements so Sharon Yuen Kei can start the project.
Delivery time starts when Sharon Yuen Kei receives requirements from you.
Sharon Yuen Kei works on your project following the steps below.
Revisions may occur after the delivery date.
Review of files handed off
I review the file you handoff and decide if anything is missing or unclear.
Clean up data
I clean up the data to make sure it aligns and gets processed smoothly