Professional / trade associations
AI for statistics and content at professional and trade associations
Many associations keep industry statistics in Excel or CSV files every quarter, but turning them into a news release or report means waiting for someone to calculate and write. Phak AI lets staff ask the statistics files in Thai and get numbers calculated from the real files, with sources. It then helps draft a news release or post for a manager to review before publishing.
- Quarterly stats (Excel)
- Exports from old systems
- Last year's reports
- Answers numbers in ThaiCalculated from the real files, naming the file and sheet used
- Drafts a news releaseTurns the quarter's key figures into a draft release for review
- Drafts posts and short notesAdapts it into a post or member update before a manager confirms
Why association statistics come out late
Numbers are spread across files
Each quarter has its own file. When someone asks for a past figure, staff compare files by hand.
One person does the math
The communications team waits on the person who owns the statistics files, so every question lands on one desk.
Published as a PDF much later
By the time the summary, charts and news release are done, the quarter is long past.
Every draft starts from a blank page
Each release and post is written from scratch, even though the structure is close to last quarter's.
How statistics questions and content drafting work
Load the statistics files
Bring the Excel or CSV files the association already uses into the knowledge base. No reformatting or migration needed.
Ask in Thai
Type a question such as how the latest quarter compares with last year. The assistant calculates from the real data and cites its sources.
Ask for a draft from the numbers
Have the assistant turn the figures into a draft news release, post or member summary.
A manager reviews before publishing
The team checks the numbers against the source files and edits the wording. A manager approves publication.
Statistics questions your team can ask
What we measure in statistics and content
We agree on the metrics when you start and measure with the association's own numbers, before and after. Talk to the Phak AI team to set them together.
- Days from quarter close to publishing statistics
- Number of number questions the team answers without waiting for the file owner
- Number of fixes the reviewer makes in each draft release
What statistics and content work covers
What Phak AI does
- Phak AI helps answer number questions from the association's Excel and CSV files, with sources
- Phak AI helps draft news and posts from real figures for the team to review
What it does not do
- It does not publish content without approval
- It does not forecast future figures or trends
- It does not give investment advice
- It does not replace the association's statistics collection system
Frequently asked questions
Where do the assistant's numbers come from?
The assistant calculates from the Excel or CSV files the association loads into the library and cites its sources every time. The team can check figures against the source file before using them.
Do we need to change our statistics file format?
No rebuild needed. Start with the files you have. Clear headers and consistent column names make answers more accurate.
Can we send out the draft release as is?
We don't recommend it. The Phak AI principle is AI drafts, people decide. Every draft should have its numbers checked and a manager's approval before publishing.
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Read more →Talk to the Phak AI team
Tell us about your business. The Phak AI team will show you the systems that fit and plan the rollout with you, without replacing what you have.