Stop bolting a chatbot onto everything
The chatbot has become the default face of AI, and the default is quietly costing you adoption. How to choose the right interface for an AI feature, with a worked example and a five-question check.
A tenth of a second can move your conversion rate, and many teams are not measuring the metric that decides it. Speed gets treated as an engineering chore, filed under maintenance, far from the revenue conversation. That is a mistake. For product, design, and growth teams in every industry, web performance is not housekeeping. It is one of the most direct, measurable levers you have on whether a visitor converts, and in 2024 Google quietly changed the metric many teams were still optimizing for.
The clearest evidence is a study, not a vendor claim. Deloitte analyzed mobile site data across retail, travel, luxury, and lead generation brands, isolating speed to see how it moved real business outcomes. The finding: a mere 0.1 second improvement in load time lifted retail conversions by 8.4 percent and average order value by 9.2 percent, while travel conversions rose 10.1 percent. Luxury brands saw page views per session climb 8.6 percent, and lead generation pages cut their bounce rate by 8.3 percent. Deloitte published those figures in its Milliseconds Make Millions study. One tenth of one second. That is faster than you can perceive, and it changed the bottom line at every stage of the funnel.
The reason is human, not technical. Every moment a person waits for a page to respond is a moment they can reconsider, get distracted, or leave. Speed is not a feature users praise. It is a tax they pay, and the lower the tax, the further they go.
Google measures this experience through Core Web Vitals, a set of metrics that quantify loading, visual stability, and responsiveness. The trap is that the responsiveness metric changed and many teams never updated. On March 12, 2024, Interaction to Next Paint, or INP, became a stable Core Web Vital and replaced the older First Input Delay. Google announced the change on web.dev. The distinction matters: First Input Delay only measured the wait before your site reacted to a user's first tap. INP measures the full responsiveness of every interaction across the visit, including the work your code does and the time to paint the result on screen. If your dashboards still reference First Input Delay, you are grading yourself on a test that no longer exists.
Google's bar for good responsiveness is specific and public: at least 75 percent of interactions should respond in under 200 milliseconds. That is a clear target any team can hold itself to, and it applies whether you run an ecommerce checkout, a SaaS onboarding flow, a banking portal, or a media paywall.
Picture a B2B software company with a free trial signup. The marketing site scores well, traffic is healthy, and the team assumes the funnel is fine. But the signup form lives behind a heavy JavaScript bundle. When a prospect taps the email field, there is a 400 millisecond delay before the cursor appears, because the main thread is still busy. It is not a crash, just a stutter, easy to miss in a demo on a fast laptop. On a mid range phone on hotel wifi, that stutter repeats at every field, and a measurable share of prospects abandon before they finish. Nobody filed a bug. The form works. It is simply slow enough to leak revenue quietly. The same pattern shows up in a retail checkout, a patient intake form, a loan application, and a subscription upgrade. The interaction succeeds and the conversion still dies, because responsiveness was never measured where the money is.
Performance is not only the engineering team's job. Many of the heaviest costs come from design and product decisions: an autoplaying hero video, a third analytics tag, a font that blocks rendering, a carousel nobody asked for. Those choices are made long before code is written. The teams that win treat a performance budget as a design constraint, the same way they treat brand and accessibility, and they protect the moments that convert. This is the same discipline that keeps your content legible to the systems summarizing the web, which we cover in designing for the answer-engine era, and the same coherence that an agent-ready design system protects when AI starts building your interfaces. Fast, consistent, and credible are one problem, not three.
Before your next launch, run your team through these five questions. We use them as a practical lens at Aero, not an industry standard, and they surface the gaps fast.
If any answer is uncomfortable, the gap is in how you measure and protect speed, not in how hard your servers are working.
Core Web Vitals are a set of Google metrics that measure real-world user experience across loading, visual stability, and responsiveness. They influence both how users behave and how Google evaluates a page.
Interaction to Next Paint measures how quickly a page responds across all of a user's interactions, not just the first one. It became a Core Web Vital on March 12, 2024, replacing First Input Delay, because it captures the full responsiveness people actually feel.
Yes. The Deloitte study measured the effect across retail, travel, luxury, and lead generation, and the same dynamic applies anywhere a person waits for a page to respond before they act, from finance and healthcare to SaaS and media.
Start by measuring Interaction to Next Paint on the one page where conversion happens, then ask whether a real user on a real phone could complete the action without waiting. Aero Interactive helps product teams turn web performance into a measurable conversion advantage. Reach out to start the conversation.