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edperlman
edperlman

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We Asked ~1,000 Simulated SaaS Professionals About Vibe Coding. The Data Challenges a Few Assumptions.

Vibe coding keeps showing up in every feed, every newsletter, every conference agenda. We wanted to move past the takes and look at what the market actually thinks.

We ran an AI-powered survey using Inqvey - ~1,000 simulated B2B SaaS respondents across 5 roles: VP of Product, CTO, Director of Customer Success, SaaS Sales Manager, and Implementation Specialist. No human panel. Validated against Ipsos human panel data with ±2-5pp accuracy.

A few things stood out.

The interest is real but cautious

52.9% say they're likely to implement vibe coding. But only 19.7% say very likely. The rest are somewhat likely (33.2%) or sitting on the fence (24.2% neutral). This isn't a stampede. It's a market watching closely and moving carefully.

Integration is the blocker, not price

We asked about the primary barrier:

  • Technical integration challenges - 31.1%
  • Uncertain ROI - 22.2%
  • Lack of skilled personnel - 21.8%
  • Cost - 20.6%

Developers building for this space should pay attention. The people you're selling to aren't worried about what it costs. They're worried about how it fits into what they already have and whether it actually delivers.

UX first, infrastructure later

What's most appealing about vibe coding?

  • User experience enhancement - 32.6%
  • Data-driven customization - 29.1%
  • Flexibility - 16.6%
  • Scalability - 15.5%

The market sees vibe coding as a product experience layer. Not a performance optimization. Not a scalability solution. If you're building here, lead with the user experience story.

Nobody has a process for evaluating this

This is the quiet finding that matters most. Only 31.9% do regular reviews of emerging tech like vibe coding. 35.9% say occasional. Almost 20% say ad-hoc.

The interest is ahead of the evaluation capability. That means early movers who make adoption easy - good docs, clear integration path, low switching cost - will win disproportionately. The market wants to try this but doesn't have a structured way to assess it yet.

Full data

Full survey results with all 6 questions and methodology:
https://inqvey.com/data/vibe-coding-2026

Browse all trends and research: https://inqvey.com/trends

Is anyone here building with vibe coding in production? Curious what the integration experience actually looks like.

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