Wedge Solution

Survey automation built for decision speed.

The MX8 Labs Research Platform automates the production stack from programming to reporting, so teams spend less time on mechanical execution and more time on strategic interpretation.

Automate Setup

Turn a word document into a fully programmed survey in minutes.

Automate Quality

Run validation, logic checks, and response-quality monitoring continuously during field.

Automate Output

Generate cross-tabs, summaries, and reporting-ready outputs without manual bottlenecks.

API-first architecture for orchestration

  • Agent workflows can field, monitor, retrieve, and analyze through the MX8 Labs Insights API.
  • SDK support includes Python, JavaScript, and R.
  • Webhooks and BigQuery integration support real-time operational workflows.

Proven operational lift

  • Wunderkind scaled from two annual reports to 24 in eight months.
  • Research costs were reduced from roughly $30,000 to as little as $3,000 per study.
  • Teams moved to weekly insight delivery with faster turnaround windows.

Where survey automation pays back fastest

Automation pays back on every study, but the curve is steepest where the same instrument runs again and again. Trackers are the obvious case: once the questionnaire, sample plan, and report template are built, every subsequent wave is mostly a button press. The savings compound wave over wave, and the cadence can move from quarterly to monthly to weekly without the headcount math changing.

Concept tests and quick-turn reads are the next-best fit. These studies live or die on turnaround — a concept test that takes three weeks misses the meeting it was meant to inform. Automated programming, fielding, and reporting collapse the cycle to days or hours, which is usually the difference between research being consulted and research being skipped. Recurring studies of any shape — pricing reads, message tests, monthly category check-ins — sit in the same bucket.

One-off custom studies still benefit. Setup is faster, QA is cleaner, and the first draft of the report writes itself. The compounding economics, though, come from repeated fielding on the same instrument. Teams that lean into that pattern see the cost-per-study curve bend down sharply over the first few cycles and stay there.

Ready to replace manual research operations?

Use survey automation to match research speed to business decision windows.