What is the user trying to accomplish?
- Persona
- People who rely on spreadsheets for analysis and operations
- Trigger
- Inconsistent data arrives and must be cleaned, merged, calculated, or turned into a report.
- JTBD
- When inconsistent data must be cleaned, merged, calculated, or reported, turn a natural-language goal into traceable steps, formulas, and difference checks instead of an unexplained answer.
- Current workaround
- Users manually copy data, repair formulas, inspect anomalies, and repeatedly reconcile where results came from.
- Desired outcome
- Traceable transformations, formulas, and difference checks generated from a natural-language objective.
Original observations and source status
“Excel document I have the following XLSX-formatted spreadsheet in Google Sheets I'm trying to set a formula on cell R5 (colored in red) so that it adds up all the times in the range L4:N42 but whatever I try it I either get 00:00:00 or all kinds of errors, not even chatGPT can help. Current Formula =ARRAY_CONSTRAIN(ARRAYFORMULA(SUM(IF(ISNUMBER(L4:N42);L4:N42;0)));1;1)”
Full provenance and capture record
“<h2>Scenario:</h2> <p>I have a master Google Sheets spreadsheet with dozens of pages linking to Data Studio.</p> <p>Each page has an IMPORTRANGE formula linking to other Google Sheets spreadsheets.</p> <p>These other spreadsheets have multiple pages and are created monthly, meaning a new URL for each spreadsheet.</p> <h2>I want to:</h2> <p>Have one master spreadsheet to avoid re-linking to Data Studio for each…”
Full provenance and capture record
“UPDATE Now it only need to scan the whole row instead of only the cell next to it. I am quite new to google sheets and I want to achieve the following: Lets say we have list 1: Red apple yellow banana orange orange juicy melon We also have list 2 that looks as follows: giant red apple yellow banana orange orange purple water melon Now I want to write a function where I loop through each item in List 2 where I…”
Full provenance and capture record
“I'm wondering if someone can help me. I have a Google sheets workbook with more than 50 individual sheets. This workbook has a primary 'index' page that collates set data fields from each sheet. I'm currently expanding this but the formula I am using requires me to change the referencing sheet per row so the data is pulled for the correct sheet. My questions is, is there a way to automate this process as it is…”
Full provenance and capture record
“I am trying to query the highest and lowest scoring colour within a group. Then to query what the benchmark score is for those colours in all groups. I'm totally stuck on an approach. I have marked in red in the 2nd tab the expected values: https://docs.google.com/spreadsheets/d/1H7Ighd3fHUc3fJgAXWiqx_Ptl51OvZwXMMToczYnx8A/edit?usp=sharing”
Full provenance and capture record
“How can Google Sheets take a range of multiple columns and rows and stack or consolidate all the non-empty cells into one column? For this case, I want non-unique cells. Also, each cell in the range is a string that has commas and spaces so if needed, a special char will need to be as a delimiter. There are several questions already that are about concatenating columns, but they are all concatenating the values…”
Full provenance and capture record
How far can AI assist today?
Human gates that must remain
- Confirm before overwriting source files or material financial results
- Retain original data and a complete change log
Why is this not a solved or validated need yet?
Counterevidence / alternatives
- Modern spreadsheet products already include some AI features.
- Highly unstable structures still need people to define rules.
Evidence not yet obtained
- Accuracy across complex cross-sheet dependencies
- Whether users understand and trust the generated checks
From public signal to completed real work
Current reviewed evidence: 0 independent confirmations, 0 completed-action records, and 0 prototype-feedback records. A click, contact authorization, or development plan never upgrades the stage automatically.
Editorial judgment: The brief passed evidence-completeness and similarity checks. It is still a repeated-signal hypothesis, not customer, adoption, or product-market-fit evidence.
Public solution plans and trial results
Any developer may submit a non-exclusive plan. A plan does not change the opportunity validation stage.