“Best night out in ages — Mini Golf was hilarious, food was unexpectedly great too.”
Issue answered, customer happy. Auto-close.
Connect your Gmail or Outlook support mailbox. The agent reads each message against your knowledge base, drafts a reply with a confidence score, and routes it to your review queue. Auto-send only when you turn it on, above a threshold you set.
Maria Chen
2mWhere is my order #A-2841?
Hi, I ordered a few days ago and haven't received tracking yet…
Devon Park
14mRefund for damaged item
The package arrived with a cracked screen. I'd like to return…
Aiyana Ross
31mDo you ship to Canada?
Quick one — just want to check shipping options before I check…
Sam Okafor
1hStill no response from your team
This is the third time I'm reaching out about my subscription…
Marcus Webb
2hRe: Refund issued
Thanks. Honestly though, four emails for a refund is a lot…
Maria Chen · maria@hey.com · 2 messages
Maria
Today, 9:14 AMHi! I ordered a few days ago (#A-2841) and I still haven't received any tracking info. Could you let me know where it is?
Chem IRL Solutions
AIToday, 9:14 AM · auto-sentHi Maria — thanks for reaching out! Your order #A-2841 shipped yesterday via DHL Express and is currently in transit, expected to arrive by Thursday. Tracking: DHL-7741-22A. Let me know if anything looks off!
Maria
Today, 9:21 AMAmazing, thank you! That was fast 🙏
Thread intelligence
Most support tools tag a thread as resolved or unresolvedand call it a day. Chem IRL Solutions tracks two independent axes — resolution (was the issue actually fixed?) and sentiment (how does the customer feel?) — so you catch the dangerous middle: the thread that's closed but the customer is on the way out.
“Best night out in ages — Mini Golf was hilarious, food was unexpectedly great too.”
Issue answered, customer happy. Auto-close.
“OK, you sorted the refund. But four emails for a session that was clearly cut short? Probably won't book again.”
Technically resolved — but the customer is on the way out. Single-axis systems miss this entirely.
“Got it, sending the photos over now.”
Mid-conversation, no emotional signal. No action needed.
“This is the SECOND time. I'm disputing the charge.”
Auto-escalated to a human within seconds. Don't let an AI try to fix this.
Every thread maps to exactly one cell. Filter your inbox by any combination — including the ones single-axis systems miss.
Last 7 days · 4,812 threads
| delighted | satisfied | neutral | frustrated | angry | |
|---|---|---|---|---|---|
| new | · | 1% | 12% | 2% | 1% |
| in progress | · | 1% | 8% | 1% | · |
| escalated | · | · | 1% | 2% | 2% |
| resolved | 28% | 22% | 13% | 6% | 1% |
| unresolved | · | · | · | 1% | 2% |
The cell most ops dashboards never surface.
Tags become a churn-prevention signal. Track the share of threads that resolved but left the customer unhappy — usually the biggest gap between what your team thinks happened and how customers actually felt.
Resolution mix · last 7 days
7% resolved + unhappy
Confidence algorithm
Chem IRL Solutions scores every reply across five signals before it leaves your outbox. The score is transparent — you can see exactly why a draft was confident, or why it landed in the review queue.
Composite confidence
87%
Threshold: 85% · auto-send
Source coverage
weight 30% · 92
Did we find passages in your knowledge base that directly address the question?
Retrieval similarity
weight 25% · 88
How semantically close are the retrieved passages to the customer's wording?
Intent clarity
weight 20% · 84
Is the customer asking one clear thing, or three vague ones in a single email?
Historical resolution
weight 15% · 76
How often have similar past threads ended in resolved : happy?
Sentiment risk
weight 10% · 95
Is the customer already frustrated? Negative tone lowers confidence on purpose.
Voice of customer
Chem IRL Solutions reads every customer email, clusters recurring patterns, and turns them into actions you can ship — fixes for your website, your product, your SOPs, or your team. The same inbox that drains your support hours becomes your fastest source of business intelligence.
By far the most-asked pre-booking question — customers don't realise the games go strictly 18+ after 6pm and turn up with kids.
“Can we bring our 14-year-old for a 7pm Mini Golf slot? Couldn't see anywhere on the site.”
Suggested action · Website
Make age policy a hard checkbox in the booking flow, not just a footer line
Could deflect ~46 tickets/mo · save ~6.1 hours/mo
21 customers booked online and were told on arrival the slot was double-booked. Driving angry sentiment and refund requests.
“Drove an hour for our 8pm Shuffleboard slot and you said it was double-booked — your site let me book it.”
Suggested action · Product
Open engineering ticket: investigate booking calendar overselling on shared bays
Could deflect ~17 tickets/mo · save ~4 hours/mo
Customers don't realise slots are 45–90 minutes depending on the game and email asking before booking.
“How long does the Mini Golf actually take? Trying to plan a meal afterwards.”
Suggested action · Website
Show slot length and group size on every game page above the booking button
Could deflect ~28 tickets/mo · save ~3.7 hours/mo
16 enquiries this month for kids' birthday parties (12–15-year-olds) before 6pm. No package exists, agents reply ad hoc.
“Looking to book a 13th birthday for ~10 kids on a Saturday afternoon — do you do a package?”
Suggested action · Product
Build a 'Kids Party Package' (12–15s, 2 games + food bundle) for daytime slots
Demand signal — bring to your next product review.
124
Tickets / month deflectable
34h
Support hours saved
5
Categories of insight
Common questions become website FAQs. Frustrations become product tickets. Easy wins become weekend fixes. Product gaps become your next launch. Knowledge gaps make Chem IRL Solutions smarter automatically.
Live demo with sample data — no signup required.
Integrations
Chem IRL Solutions sends from your real address, threads stay where your team already works, and your knowledge can live anywhere — websites, SOPs, docs, even shared folders.
Gmail
Available now
Outlook
Available now
Help Scout
Coming soon
Zendesk
Coming soon
Shopify
Coming soon
Notion
Available now
Google Drive
Available now
Your website
Available now