How is it different from an expert network?
A traditional expert network sells access: it finds an expert, schedules the call, and the client's analyst does the actual research work — preparing questions, conducting the interview, taking notes, synthesizing. Primary research as a service moves that work to the provider. The distinction matters most for teams that don't have analysts to spare — or don't have analysts at all.
| Expert network (access model) | Primary research as a service | |
|---|---|---|
| What you buy | Introductions and call time | Finished research output |
| Who runs the interview | Your analyst | The provider — human analysts or an AI interviewer |
| What you receive | The conversation; notes are your job | Structured transcripts, coverage scores, or synthesized findings |
| Typical pricing | Annual contract plus per-call fees | Per study, per engagement, or subscription |
| Suits | Teams with analysts who want to steer calls live | Teams without call bandwidth — or without analysts |
Why is this model emerging now?
The human version has existed for years: analyst-led research boutiques design the questions, moderate the expert calls, and write up findings. But human-analyst economics cap how many interviews a study can afford, so the model stayed niche.
AI-conducted interviews changed the cost structure. When the interview and the first pass of synthesis are automated, a provider can run more conversations per study at a lower cost per conversation — and deliver output structured enough to feed directly into a client's own analysis. The 2024–2026 wave of providers reflects that shift: Qualitate raised a $7M seed in April 2026 for AI-moderated panel studies, Checkmate Research positions itself as an automated primary research platform, and Nomais runs question-driven engagements end-to-end with AI-conducted interviews.
What does PRaaS look like for systematic and AI-native funds?
Systematic funds are the clearest case for the model, because most have no fundamental analysts to run expert calls — and their research stack expects data, not phone conversations. Delivered as a service, primary research becomes an input like any other:
- A consistent question framework across experts makes answers comparable — the property a research pipeline needs.
- Structured transcripts with per-topic coverage scores can be parsed, filtered, and joined against other datasets rather than read one by one.
- Per-engagement commercial terms fit funds that need primary research episodically — around a signal, a position, or an anomaly — rather than as a standing research desk.

Nomais's primary research as a service for AI-native hedge funds is built around exactly this shape: a research angle in, sourced experts and structured, pipeline-ready transcripts out.
When does PRaaS fit — and when does an access model fit?
- PRaaS fits when you need several experts answering the same framework comparably, when no one on the team has call bandwidth, or when the output must arrive as structured data.
- Access fitswhen a single high-stakes conversation deserves your PM's or analyst's own judgment live on the call, or when the goal is a relationship with a specific expert over time.
The two are complements, not rivals — which is why some providers, including Nomais, offer both from the same engagement flow.
Who provides primary research as a service?
As of July 2026:
- Qualitate — AI-moderated studies over a standing expert panel, delivered as quantified, time-series data on 10,000+ tracked companies.
- Checkmate Research— automates the interview layer inside a client's existing diligence workflow, with transcripts and executive memos.
- Analyst-led boutiques — the human version: moderated expert calls with synthesis written by in-house analysts.
- Nomais— question-driven engagements end-to-end: active sourcing for the specific question, AI-conducted structured interviews, and delivery organized by the client's question framework. Per-engagement pricing, no annual contract.
Frequently asked questions
What does primary research as a service cost?
How is PRaaS different from a market research firm?
What deliverable do you receive?
Is primary research as a service compliant for investment teams?
Company facts on this page are drawn from public sources as of July 2026 and may have changed. All trademarks belong to their respective owners; Nomais is not affiliated with the companies mentioned. Last updated July 7, 2026.
