HAMMAD YOUSUF

SALES // FREE LIVE DEMO

Inquiry Handler Agent

THE PROBLEM

First-response time makes or breaks inbound inquiries, but a genuinely useful first reply still takes a human several minutes to write.

seconds vs. hours

Instant-quote response time (production pattern)

PROVEN IN PRODUCTION

Part of the Inbound Response Squad →

BOOK A CALL

No pitch — just a plan.

Paste the inquiry — I'll draft a first response that answers what the business actually knows, flags what needs a human, and is ready in seconds instead of hours.

Execution trace — recorded run (this agent's real pipeline)

    • Reading the inquiry for real intent

      ok
    • Checking what can be answered directly

      ok
    • Flagging what needs human input

      ok
    • Drafting the first response

      ok
SHOWCASE DASHBOARD — DEMO DATA · SPEAK OR TYPE ABOVE TO USE YOURS

First-response draft time

~15 min → ~20 sec

projected

Instant-quote response time (production pattern)

seconds vs. hours

real · anonymized

Draft first response

Hi, thanks for reaching out — yes, we do bulk custom printed boxes and 2,000 units is well within range for us. Standard turnaround is 5-7 business days once artwork and specs are confirmed, so end of next month is comfortable. For exact pricing I'll need a couple of details: box dimensions, material/finish preference, and number of colours in the print. Can you share those, or a reference image if you have one? I'll get a quote back to you within one business day.

  • Route to pricing team for the formal quote
  • Confirm current production capacity for 2,000-unit orders this month
  • Draft is safe to send as-is — no promises made outside known capabilities

WHAT IS INQUIRY HANDLER AGENT?

An AI inquiry handler agent reads an inbound customer message and drafts a first response that directly answers what it can from business context, clearly flags what needs a human decision (pricing, capacity, custom terms), and proposes a next step — cutting first-response time from a busy inbox's usual hours down to seconds, without overpromising anything the business can't actually confirm.

HOW IT WORKS

The agent is prompted with a hard boundary: answer only what the given business context actually supports, and explicitly flag anything that needs a real quote, capacity check, or human judgment call rather than guessing. This matters because a fabricated price or an invented capability in a first response causes more damage than a slow reply — trust lost in a first message is hard to recover. The draft is written to be safe to send as-is on the parts it does answer, while clearly marking the parts still pending.

This mirrors the instant-quote pattern used in production estimation systems, where speed matters but only because the underlying answer is genuinely trustworthy — a fast wrong answer is worse than a slower right one.

Gemini 2.0 FlashStructured JSON outputPrompt-injection-hardened input handling
system-prompt.md
You are a first-response specialist for a Dubai-based B2B business. Given a customer inquiry and business context, draft a direct, useful first-response reply that answers what can be answered from context, clearly flags what needs a human/quote, and proposes a next step. Also classify urgency. Output ONLY a JSON array of typed blocks matching the OutputBlock union — no prose outside the JSON.

USE CASES

Inbound sales inquiry triage

A busy sales inbox gets every inquiry drafted with a first response within minutes instead of hours, without a human writing from scratch.

Support-to-sales handoff

Inquiries that are really sales opportunities (bulk order, custom request) get flagged and routed correctly instead of sitting in a general support queue.

After-hours coverage

Inquiries that come in outside business hours get a same-quality draft response ready for the team to review and send first thing.

Consistent first-response quality

New team members draft first responses at the same quality bar as an experienced rep, instead of guessing at tone and what's safe to promise.

RESULTS & BENCHMARKS

First-response draft time

~15 min → ~20 sec

projected (modeled)

Instant-quote response time (production pattern)

seconds vs. hours

real, anonymized

GET THIS RUNNING ON YOUR BUSINESS

Want Inquiry Handler Agent solving this for you?

This runs in production today, not a mockup. Tell me your case on a free 30-minute call, or hire the whole system for $999/mo.

BOOK A CALL

No pitch — just a plan.

hire the whole system

FAQ

Common questions

Will the AI make up pricing or promises it can't keep?

No — it's prompted to answer only what the given business context supports and to explicitly flag anything needing a real quote or human confirmation rather than guessing.

Does this agent send replies automatically?

No — it drafts only. Sending stays a manual, reviewed step, matching the no-autonomous-send rule this whole demo platform follows.

What real system does this pattern come from?

The instant, trustworthy-first-response principle mirrors Adam, a production AI estimation copilot delivering instant quotes in seconds instead of the hours a manual process takes.

Hammad Yousuf

Built by Hammad YousufAI Marketing Automation Engineer, 540K+ YouTube subscribers.

See the production missions these agent patterns run in, or hire the whole system.