Use case · Manual Q&A

Manuals — but conversational.

Owners ask “how do I…?” in plain language. The assistant pulls from the manual, shows the right page, and walks through the steps.

UserHow do I descale the espresso machine?
Owner Help
Manual guide
Online
Descaling — 4 steps
Pacer E2 · 20 min
—video
The problem

Why it isn't working right now.

—
manuals are unreadable

Most product manuals are formatted for printers, not for owners trying to fix something.

—
PDFs aren't searchable in practice

Even when it's there, owners can't find it. PDF UX is brutal.

—
support handles obvious questions

Half of warranty calls are manual lookups. Easy to deflect with better access.

How it works

Four steps. No engineering.

1 week
01

Index manuals + videos

PDF, HTML, video transcripts — all indexed with model and version awareness.

1 day
02

Model-aware

Knows which manual applies to which owner's model.

Live
03

Open in chat

QR codes on products, in-product apps, owner portals.

Weekly
04

Track gaps + tickets

Top questions, deflection, gaps — visible.

Example

A “how do I” question, walked through step-by-step

Owner asks how to descale the espresso machine. Assistant walks through the exact steps.

Live conversation

A “how do I” question, walked through step-by-step

Owner asks how to descale the espresso machine. Assistant walks through the exact steps.

Avg response 1.2s
How do I descale my Pacer E2?
Pacer E2 — 4 steps, ~20 minutes. Need water + descaling solution (or vinegar). Want me to walk through each step, or send the video?
Walk me through.
Step 1: Empty the water reservoir. Step 2: Mix 500ml water + 100ml descaling solution; refill reservoir. Ready for step 3?
Yes.
Step 3: Hold ON button 5 sec until the descale light blinks. Step 4: Wait — machine runs the cycle (~12 min). I'll check back in 12 min.
Results
Self-serve rate
84%
common how-tos
Warranty calls
−47%
fewer obvious lookups
Time-to-fix
−68%
guided walkthroughs
Manual opens
+4.1×
right page surfaced
What's inside

Built to do the work.

PDF + HTML manuals

Indexes both formats with structure preserved.

Image + diagram aware

Surfaces relevant diagrams and exploded views.

Model + version

Right answer for the right product variant.

QR-to-chat

QR codes on products open the chat with the right manual pre-loaded.

Multilingual

Same manual, every language — auto-translated answers.

Issue trend analytics

Top issues per product become the engineering feedback loop.

Common questions

  • Helps, but Contextual Retrieval salvages mediocre manuals surprisingly well.

Ready when you are

Owners helping themselves — step by step.

14 days · No credit card · Live in 10 minutes

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