Quillmoor Labs
Training tasks for a spreadsheet agent
Scope, staff and price 6,000 expert-written tasks in 10 weeks, inside a fixed budget.
Updated November 2026
Candidates for Mercor's Strategic Project Lead (SPL) role report a take-home case study, sent with a dataset about 24 hours ahead, then a live round where interviewers question the proposal. You can practice the same shape here: an original brief, a memo and a model, then a defense against an AI interviewer.
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At a glance
From Glassdoor interview reports and a public posting. Details below.
This is the order candidates describe on Glassdoor. The role shows up as both Strategic Project Lead and Strategic Projects Lead in postings and reports.
A first call about your background and the role.
A case and a dataset arrive about 24 hours before the interview. You prepare a proposal, then talk it through live.
Candidates report an in-person round at the San Francisco office.
The last conversation is with the operations leaders.
Reports describe a client proposal for an expert data project: an AI lab needs data made by experts, and you plan how to deliver it. The proposal covers how you would keep quality high, how you would ramp up the number of experts, and how you would bill the client and at what margin.
A second part is about running a project that is already live. You judge whether it will hit its task target and say what you would change.
The clock is tight. The case and data arrive about 24 hours before the interview. One candidate reported using 23.5 hours on work described as 5 to 6 hours, so plan your time before you start building.
Most of the live round is questions about your own case. Some candidates report one case sent ahead and a second one given on the spot. Expect a fast pace and pushback on your numbers.
One candidate advised knowing how AI models are trained before the onsite. Our defense round is the closest practice for this part: an AI interviewer questions your own memo and model, live, with no hints. It does not hand you a second unseen case; for that, a live voice case is the closest practice.
Each theme candidates report maps to a part of our SPL case. One does not, and we say so.
CoveredPartly coveredNot covered
Scores stay hidden until the defense is over. Then one report shows:
Your report
Submitted after 21 h
Summary!C14 · Experts at week 7 do not cover the week 7 task volume.
You: “It is 2.4 author hours and 0.6 review hours per accepted task, at the pilot pay rates on the data tab.”
Our version follows the format candidates describe: a brief and data, a memo and a spreadsheet model in about 24 hours, then a live defense. The clients and numbers are invented, and none of it comes from Mercor.
Pick one of two original cases. You get the client's brief, the data and a spreadsheet template.
Write the memo in the editor, or upload a .docx or .pdf. Build the model in the .xlsx template, in Excel or Google Sheets. Plan for 4 to 6 hours of work.
The interviewer is AI. It questions your own numbers and assumptions, live, and it gives no hints.
Training tasks for a spreadsheet agent
Scope, staff and price 6,000 expert-written tasks in 10 weeks, inside a fixed budget.
Preference data for a six-language voice agent
Price and staff 180,000 rated comparisons in six languages in 8 weeks, with one language short of raters.
Both clients are invented. In each case you play a Strategic Project Lead at Ashgrove Data, a fictional data vendor.
Pay and terms change between postings. Check Mercor's current openings before you rely on them.
No. Our cases are original and the clients, data and numbers are invented. They follow the format candidates describe: a brief, a memo, a model and a live defense.
Candidates report that the case and dataset arrive about 24 hours before the case interview. One candidate reported using 23.5 hours on work described as 5 to 6 hours. Our practice case suggests about 24 hours and 4 to 6 hours of work.
Reports describe a client proposal for an expert data project: how you would ensure quality, a ramp plan for expert volume, and the billing model and target margin. A second part asks whether a live project will hit its task target and what you would change.
Both. The case is a take-home, then a live round questions you on it. Some candidates report a second case given on the spot during the live round.
It helps, but it is not the only route. The posting asks for a background in consulting, finance, startups or other operationally intense work.
The posting we cite does not list coding, and the reports summarized here do not describe a coding round. You do get a dataset, so be comfortable building a model in Excel or Google Sheets.
Glassdoor lists a hiring process of about 11 days. The reported steps are a recruiter screen, the case study interview, an onsite in San Francisco and a final round with operations leadership.
A Mercor posting listed a $120K to $200K base, plus equity and a twice-yearly performance bonus. Check current postings, since ranges change.
Write the memo, build the model, then defend it to an interviewer who pushes back. Open to CaseTutor members, free trial included.
Start the SPL caseFormer SPLs from Mercor, Scale AI, Handshake, Turing and other AI data companies helped build these cases.
CaseTutor is an independent practice tool. It is not affiliated with, endorsed by, or sponsored by Mercor, Scale AI, Handshake, Surge AI, Turing, micro1 or Labelbox. The cases are original and do not reproduce any company's interview material.
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