Research with professionals who work with AI and automation.

A specialist research platform for studies that need practitioners, not just a relevant job title. An administrator reviews each application, though skills are self-reported, not independently confirmed.

Opens an email to hello@surveybridge.dev. A few lines is enough: no account, no form. We're early-stage, so we'll be plain about what's possible.

A study brief, in four lines Illustrative example, not a past study.
What you want to learn

How platform teams decide which workflows to hand to an LLM, and where they draw the line.

Who you need to hear from

People who have built or maintained LLM-powered automations in a work setting.

  • Role
  • Industry
  • Work environment
How you'd tell

The tools they use, how long they've worked with them, what they say they know about AI and automation.

  • Tools
  • Experience
  • AI and automation knowledge
Scope

A short survey. Country is one of the signals we can read against.

  • Country

We'd read a brief like this against the profile signals participants provide during verification.

A narrower audience, reviewed by people.

Job titles say where someone sits, not what they have built or run. Studies about AI and automation work are better served by participants selected on role, tools and experience.

Profiles built around the work

Participants describe their professional role, work environment, industry, tools and technologies, experience, and what they know about AI and automation. They also answer specialist questions meant to show real experience.

A person reviews every application

A SurveyBridge administrator reads each application to judge whether it shows genuine, relevant experience. Answers that look artificial, generated or inconsistent can lead to a participant not being approved.

Studies are matched to profiles

Only approved participants can take part in research. Opportunities are selected by how relevant a participant's experience, skills, tools, industry and background are to the study, and matches may be reviewed by hand.

Responses can be reviewed too

After a participant submits, an administrator may review the response for quality and relevance. Rewards follow approval, so finishing a survey isn't enough on its own.

Where things stand

In place today

  • Participant verification, with each application reviewed by a person
  • Matching of studies to participant profiles, which may also be reviewed by hand
  • Survey-based research, with responses that may be reviewed before rewards are approved
  • A participant privacy policy that says the ordinary matching interface doesn't expose participant identity, contact details or internal verification information

Not available yet

  • Aggregate audience-coverage insights, being developed. We'll publish figures only once their meaning and accuracy are checked.
  • Client case studies and references. There are none to show yet.
  • Published pricing and turnaround times. We discuss scope and cost per project and don't promise completion dates.

Studies this audience is suited to

These are research applications we're set up to discuss. They describe what a study could explore, not completed client work.

  • AI product and feature feedback

    Collect structured reactions to an AI tool, feature or concept from practitioners who can compare it with how they work today.

    Could inform What to build, change or cut.

    • Role
    • Tools
    • Experience
  • How professionals adopt AI at work

    Find out what drives, blocks and governs AI adoption across roles, industries and company environments.

    Could inform Positioning, roadmap and go-to-market choices.

    • Industry
    • Work environment
    • Role
  • Tool and stack choices

    Learn which tools and technologies practitioners use, how they combine them, and why they switch.

    Could inform Integrations, partnerships and developer experience.

    • Tools
    • Experience
    • Country

What happens when you email us

This is the working process we propose for first projects. Details are agreed per project, and we'll say so if a step doesn't suit yours.

  1. You send a brief

    A few lines on what you want to learn, who you need to hear from, and how you'd tell they're the right people. A rough scope helps. A finished screener isn't needed.

  2. We read it against the audience

    We compare your criteria with the profile signals participants provide, then tell you what looks feasible, what doesn't, and what we'd need to find out.

  3. We agree the study

    Screening criteria, format and what you'll receive are agreed with you before any participant is invited.

  4. Participants respond, and we review

    Approved participants whose profiles fit are invited. Responses may be reviewed for quality and relevance by a SurveyBridge administrator. We'd then share the responses with you, in a format agreed beforehand.

We don't promise specific participants, sample sizes or completion dates in advance. After reading your brief, we'll tell you what looks realistic and what doesn't.

How participants are reviewed, and where that review stops

Here is how the review works, and what it does not establish.

Where we're recruiting

We're starting with a focused audience in three areas.

  • Artificial intelligence

    Professionals who work with AI systems and tools in their jobs.

  • Workflow automation

    Professionals who work with workflow automation tools and technologies.

  • Modern software engineering

    Professionals working in software engineering alongside these technologies.

How we'll label any number we publish

These five things are different, and we won't let one stand in for another. We don't publish a count for any of them yet.

Profiles collected
Everyone who has created an account and given professional information, approved or not.
Applications approved
Participants whose verification an administrator has approved. Only these can take part in research.
Skills self-reported
What a participant says they know or use. An administrator reviews the answers, but we don't describe them as independently confirmed.
Skills independently verified
Skills confirmed by a source other than the participant. SurveyBridge doesn't claim this today.
Currently available
Approved participants who match a brief and are able to take part right now. This changes, so we can only confirm it against a specific brief.

Questions a careful buyer should ask

Plain answers. If yours isn't here, put it in your first email.

What kinds of professionals does SurveyBridge focus on?

We're recruiting people who work with artificial intelligence, workflow automation and modern software engineering as part of their work: those who use, build or work with these technologies, not people who are only interested in the subject. We're starting with a focused audience on purpose and intend to grow it carefully.

How can I tell whether the audience suits my study?

Send a short brief. We'll read it against the profile signals participants provide (role, experience, industry, work environment, tools, AI and automation knowledge, and country) and tell you what looks feasible. We won't claim to know how many people fit a set of criteria until we've checked.

What does verification mean today?

Participants describe their professional background and answer specialist questions about their experience. A SurveyBridge administrator reviews the answers to judge whether they show genuine, relevant experience, and only approved participants can take part in research.

It is a human review of what participants report. We don't describe it as independent confirmation of an employer, job title or credential.

What happens after I share a brief?

In the process we propose, we read it, tell you what looks feasible and what doesn't, and agree the study with you before any participant is invited. The four steps are set out in the process section.

Can SurveyBridge guarantee specific participants or completion dates?

No. We don't guarantee specific participants, sample sizes or completion dates, and we don't promise turnaround times. After reading your brief we'll say what looks realistic, including when the audience looks too thin for your criteria.

What will I receive, and will I see who answered?

Under SurveyBridge's participant privacy policy, companies may receive research responses along with relevant participant attributes, and the policy says its ordinary matching interface doesn't expose participant identity, contact details or internal verification information. What a study delivers, and in what format, is agreed with you before any participant is invited.

Direct contact with participants, such as interviews, isn't something our participant documents describe. If your study needs it, say so in your brief and we'll tell you plainly whether it's possible.

What kinds of study can you run?

Surveys are the research format SurveyBridge's platform supports today. If you have another format in mind, describe it in your brief and we'll tell you plainly whether it fits.

What about pricing, contracts and data handling?

We don't publish pricing. Share your brief and we'll discuss scope and cost directly.

SurveyBridge's published terms and privacy policy cover participants, not the companies that commission research. If you need specific terms or data-handling commitments for a study, tell us in your first email so we can discuss them before anything starts.

Is SurveyBridge an established provider?

Not yet. SurveyBridge's matching and survey services are operational, but we are an early-stage company with no client case studies or references to show. We would rather you judge us on how clearly we answer your questions than on claims we can't back up. A small pilot is one way to test the fit.

Can we start with a small pilot?

Yes. We're willing to offer a small pilot project to prospective partners. Tell us what you want to learn and who you need to hear from, and we'll discuss scope and requirements for your study. Nothing about a pilot is fixed in advance; we'll agree the details with you before anything starts.

Describe the study you're planning

Send a few lines about what you want to learn and who you need to hear from. We'll read them against the audience we have and tell you plainly whether SurveyBridge looks like a fit. A small pilot is a fine place to start.

This opens a draft in your email app. Nothing is sent until you press send. No account or form is needed.

Write to hello@surveybridge.dev

SurveyBridge was founded by Mohammad Sultan. LinkedIn profile (opens in a new tab)

The draft that opens. Answer what you can.

To hello@surveybridge.dev

Subject SurveyBridge — Research Recruitment Inquiry

Hello SurveyBridge team,

I'd like to discuss a research study.

What we want to learn:

Who we need to hear from (role, industry, tools, experience):

How we'd tell they're the right people:

Scope (format, rough sample size, countries, timing):

About us (company or team, and my role):

Thank you,