Built by Researchers and Operators From




























Available Opportunities
Remote engagements across investment banking, private equity, venture capital, asset management, and strategic advisory, where nuanced human judgment is essential.
Why Operators Join the Gold-Standard Network
Engagements feed the models defining the field. Judgment lands in frontier training runs, not a content mill.
Expert knowledge priced like expert knowledge, paid reliably on a weekly cycle.
Engagements fit around a desk job, a fund, or a sabbatical, with hours the expert's to set.
The gold-standard network of operators from the top of global finance.
Working at the model frontier builds the sharpest AI skill set in finance, an edge that compounds in any career.
Be first to test frontier tooling: experts get early access to new Qofi tools and features before anyone else.
From Application to First Payment
A short application focused on real experience: the desk, the deals, the judgment.
Screening to project-specific institutional standards, run by former sector heads, not generic assessments.
Engagements matched to domain and seniority across M&A, PE, credit, research, and beyond.
Flexible hours and top-of-market pay on genuinely interesting projects, paid out every week.
Operators on the Work
“Ten years of LBO models finally compound somewhere other than a data room. The work is real diligence-grade analysis, and the pay reflects it.”
“It fits around the day job. A few evenings a week reviewing model outputs against how deals actually get done. Flexible hours, weekly payment, zero friction.”
“The vetting was the most rigorous I have seen outside a fund interview, which is exactly why the network is worth being in. The standard is the point.”
“The case assessment was an actual deal workflow, not a quiz. It was obvious from day one this is not a labeling farm.”
“Underwriting logic built over a decade now teaches models to catch what juniors miss. Strange, and deeply satisfying.”
“Between funds, this kept the edge sharp: frontier tooling, real analysis, and payments that land on time, every time.”
“The bar is high and the network is small. Every manager review made the work better. It feels like a top desk, remote.”
Frequently Asked Questions
Join the Gold-Standard Network
Flexible remote engagements, weekly payments, and work that shapes the frontier.