Stack discoveryRisk & analytics stack · 2026
FormatAbout 15 questions, one per screen
TimeThree to five minutes
✳ About 15 questions · three to five minutes · reported in aggregate

What do funds and banks actually work in?

Everyone quotes the same handful of vendor names. Nobody publishes what a real risk and analytics week looks like — which tool the work happens in, what it costs, where it stalls.

✳ Aggregated · segment by segment, never resold
✳ Follow-up is your call · we talk product only if you ask
✳ Direct influence · answers shape what we build next
✳ Only the first two are required · everything after is skippable
✳ 01   Why we’re asking

Institutional tooling is described by the people selling it.

We build analytics infrastructure for regulated institutions that were never the target customer for a $500K platform. To build the right thing we need the unglamorous truth: which tools, how much Excel, whose budget, which step of the month eats the most hours. Vendor case studies don’t tell us that. You do.

A1 · The gap

No honest baseline.

Vendor seat counts are public. What happens between the risk system and the committee pack is not — and that’s the part software gets wrong.

B2 · The bias

Written for the top 100.

Most published research on risk workflow samples the largest institutions. Firms under a few billion get modelled as small versions of them. They aren’t.

C3 · The output

Published, not filed away.

One report, segment by segment, no firm identifiable: what firms your size pay, what they run, where they’re stuck. Everyone who asks for it gets it before anyone else sees it.

✳ 02   Who’s answering

Funds, global banks, proprietary trading & financial infrastructure.

The invite list spans leading institutions across North America, Europe, the Gulf, and Asia: investment and commercial banks, quantitative and discretionary hedge funds, private equity and private credit firms, sovereign wealth and pension funds, insurance underwriters, broker-dealers, and corporate treasuries.

The survey dynamically adapts to each respondent’s domain: from quant researchers, MLOps engineers, and trading desks to portfolio managers, risk teams, M&A deal leads, compliance auditors, and Heads of AI. An algorithmic execution stack has nothing in common with an ALM liquidity model or an internal RAG pipeline — so each professional answers questions built specifically for their workflows.

Findings are stratified strictly by institution type, functional role, and institutional scale (AUM / balance sheet), never flattened into a single industry average. Segments with fewer than 5 institutions are suppressed or merged, so no firm can be identified in the published report.

✳ 03   What we ask about

Infrastructure, bottlenecks & workflows.

Questions dynamically tailor to your domain: quant researchers, traders, portfolio managers, risk teams, compliance auditors, and AI engineers see inquiries built strictly for their workflow. The first two — institution type and your role — are required to place your answers in the right institutional cut; everything after is skippable. Here is the full breakdown of topics up front.

01–03Who you areType of institution, your role, and rough size — AUM or total assets, whichever fits.
04–05The stack you runDomain-specific platforms, execution tools, libraries, or vendor systems — and manual workflow share.
06–07What hurtsCore technical and operational bottlenecks, plus free-text detail on the single worst breakdown.
08–09EconomicsAnnual institutional spend on software/compute, and realistic delivery/integration architectures.
10PrioritiesWhich high-impact capabilities matter most in your domain. Up to three or four.
11–12AI readinessPermitted operational autonomy for AI agents, and non-negotiable governance/safety safeguards.
13–15EvaluationEarly access interest, design partnership, and target pilot domain for exploratory testing.
16BlockersKey organizational or technical hurdles to adoption, then a review screen before you submit. Contact details are optional and asked only afterwards.
✳ Fair things to ask
01 Can I answer for only part of it?
Almost. Two questions are required — the kind of institution and your role — because without them your answers land in no segment, and the numbers stop meaning anything. Everything after that is skippable, and the button reads “Skip” until you pick something. Partial responses still count — segments are reported per question, so a half-finished survey is genuinely useful.
02 We can’t disclose AUM or software spend.
Both are ranges with a “prefer not to say” option, and the size question adapts to whether you report AUM or total assets. Nothing in the published report distinguishes one firm from another inside a segment.
03 What happens after I submit?
Your answers are saved and go into the aggregate. The thank-you screen then offers an optional form: leave an email and tick whether you want the report, a conversation about early access or a pilot, or both. If you ask for a conversation, you get a note within a few working days — one call, no deck. Skip the form and your answers still count; you simply won’t hear from us.
✳ 04   The survey

About fifteen questions. Four minutes.

Progress saves in this browser
Only the first two are required
Review screen before sending
Firm question 01 / 16 saved
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✓

That’s it — thank you.

Your answers are saved and they change what gets built next quarter. They count without contact details — leave an email below only if you want the report or a conversation about the product.

Next · report published to respondents first
Questions · contact@nyquist.pro
✳ 05   Your data

Answers are aggregated. Nothing is resold.

01We ask who you are, and it stays with usWe ask your type of institution and your role. Contact details are optional and asked only after you submit — your answers count without them. If you do leave an email, two separate boxes decide what it is for: sending you the report, and talking to you about the product. Contact details are stored apart from your answers and read by us — by nobody else. No firm is identifiable in the report.
02Reported in aggregate onlyNo firm name, AUM or total-assets figure, spend range or stack appears in the published report or anywhere else. Segments too small to anonymise are merged or dropped.
03Never sold or sharedResponses are not passed to third parties, vendors or data brokers. Inside Nyquist it is the same rule: only people who ticked the box are ever contacted about the product.
04Follow-up only if you ask for itNo pricing on this page, and nothing automated. Your email is used only for what you tick: the report and a conversation about the product are two separate boxes. Leave the second unticked and the report is all you get from us; skip the form and you won’t hear from us at all.
05Removable on requestWrite to contact@nyquist.pro and your response is deleted from the dataset before publication.