From Weeks of Debate to Minutes of Decision
Reduce Time-to-Market
Instead of endless reviews, get instant, objective feedback on design quality, cutting analysis from weeks to minutes.
Eliminate Costly Rework
Catch flaws in perceived quality, craftsmanship, and material choice before you invest in expensive tooling and physical prototypes.
Win Stakeholder Buy-In
Replace subjective opinions with defensible, data-driven reports that clearly explain the "why" behind every design recommendation.
Increase Product Success
Use AI-powered insights to align your design decisions with what customers truly perceive as high quality, increasing satisfaction and brand loyalty.
Using Agent Q
Image inputs (keep it light)
No need for huge files—Agent Q compresses uploads.
Best: PNGs, JPEGs or clean screenshots.
Big images don't add value; good lighting does (avoid glare, harsh shadows).
Quick start
Open the Canvas. Drop in images of your vehicle/build. Format it like a doc; export a polished report when you're done.
Let Agent Q do its work. On the right panel, it evaluates through the Perceived Quality Framework (PQF)—the same language your teams use (Gap, Flush, Parallelism, Reflection Alignment, Edge Quality, all other PQF attributes).
Review & act. You'll see per-attribute craftsmanship scores (1–10), Customer Impressions score (1-50) with explanations and two fix paths per finding: a quick practical option and a deeper corrective route (we can tune this to your process).
Ask follow-ups
Curious about a term like "Reflection Alignment"? Ask. Agent Q returns clear, authoritative definitions, keeping reviews aligned.
Make it yours
Click on your user name and create custom instruction profiles (e.g., "act as a BMW engineer and reply in German," or "an exterior lighting designer"). You can tailor Agent Q to an organization, department, or individual—perfect for internal jargon, review styles, and multilingual teams.
You stay in control
Everything on the Canvas is editable before export. Rewrite, reorder, add notes—then download the final report.
Customer-weighted priorities
Agent Q can weight findings by customer segment (market, age, etc.) so you can fix what specific drivers will notice first. We currently support US and DE datasets and can quickly collect other markets on request.
A note on variability
Agent Q uses state-of-the-art vision-language models. Models are getting cheaper and more accurate, and we'll keep adopting the best mix. Because these systems are probabilistic, results can vary slightly between runs, images, or model versions.
We reduce variance with fixed settings and consistent image guidance, but treat outputs as decision support, not absolute ground truth—much like expert reviewers who can shift within acceptable tolerances.
Read more about it: Why AI is unpredictable—and how to use it well.
Help us make it unbeatable
Agent Q is a first-of-its-kind tool. Your feedback and collaboration help us turn hours of design and engineering debate into minutes of confident action.
"Agent Q cut our design review time by 75% and gave us the data to get immediate sign-off from leadership. It has fundamentally changed how we make decisions."