RedHorse AI Triage Training

Set up AI Email Triage

Eight stages, in the order you’ll actually do them. Work through 1–5 to get triage running on your own mail; the advanced stages are there when you’re ready to tune it.

STAGE 01

What is AI Triage?

Incoming mail lands in one intake folder. AI reads each message, matches it to a bucket you’ve described in plain English, and files it into that bucket’s destination folder. You decide whether it does that on its own or shows you its work first.

*Intake
28 unread
AI
→
Important ClientsInbox
Invoices & BillingInbox\Billing
NewslettersFiled\News
Vendor / SupplierFiled\Vendors
Needs Attentioncatch-all
Concept diagram — not a screen in RedHorse.

A bucket is two things

A destination folder, and a plain-English description of what belongs in it. The description is what the AI actually matches against, so write it the way you’d explain it to a new assistant.

AI suggests, you decide

In Preview mode nothing moves until you check the rows you agree with and click Apply Selected. Apply Now skips the preview and files everything immediately.

Confidence levels and what they do
HIGH
Clear match to one bucket. Filed without hesitation.
MEDIUM
Good match, some ambiguity. Worth a glance in preview.
LOW
Weak match. Review these before applying.
Unclassified
No bucket fits. Stays in the intake folder, or goes to a folder you nominate (stage 03).

The contact signal

Every row in the preview grid tells you whether the sender is in your CRM. It’s the fastest way to spot mail that matters:

Contact: Maria Alvarez Contact: known contact Contact: not in CRM
STAGE 02

Before you begin

All of this happens outside AI Triage, in the Email Center’s account and rule settings, before you ever open AI Triage Configuration. Four steps: pick the account, make the folder, retrieve mail automatically, and route it into the folder.

2.1Choose the account

If you have more than one email account in RedHorse, decide which one you’re setting triage up for. Everything that follows is scoped to that account. Nothing to do here, just a decision to make.

Email Center
Accounts
▾ Accounts studio@driftwooddesign.example accounts@driftwooddesign.example
1
1Select the account, not just the mailbox you happen to be looking at. If you run triage on a second account later, you’ll come back here and repeat these four steps for it.

2.2Create the intake subfolder

Right-click Inbox in the folder tree and choose Add Subfolder. This is the folder triage will read from.

Folders
▾ Inbox *Intake Outbox Drafts Deleted Items ▸ Filed ▸ Sent Items
Pro tip — naming your intake folder

Start the folder name with an asterisk — like *Intake — so it sorts to the top of your folder list instead of getting buried alphabetically.

2.3Turn on Auto Retrieve

Open Email Settings and on the Accounts tab, select the account and click Edit. Tick Include this account in Auto-Retrieve for the account so RedHorse pulls mail in on its own.

Email Center › Email Preferences › Accounts
Accounts
Email Address
Account Name
Auto Retrieve
studio@driftwooddesign.example
Studio
✓
accounts@driftwooddesign.example
Accounts
1
1Auto Retrieve belongs to the account, not to triage. Leave the second account unticked until you are ready to bring it in.
Pro tip — auto retrieve is optional

Auto Retrieve is not required for triage, it just makes it easy. You can go to the account and drag, or use File To, to put mail in the intake folder yourself if you prefer.

2.4Route that account’s mail into the folder

A rule is what actually puts retrieved mail into the intake folder. Scope it to the account and set the action to Move to Sub-Inbox Folder, pointed at the folder you just made.

Email Center › Email Preferences › Email Rules
Email Rule
Rule
Studio mail to intake
Inbound ✓Active Outbound Both
Conditions 1
All Any of the following apply:
Field
Operator
Value
✓
To
Contains
studio@driftwooddesign.example
Actions 2
▲ ▼
Action
Value
Move to Sub-Inbox Folder
*Intake
Save Cancel
1Scoping the rule to one account is what keeps a second mailbox out of this intake folder.
2This action is the real mechanism behind “auto retrieve into that folder”. Nothing reaches triage until a rule puts it there.

Rules and triage are not rivals

Rules do the precise routing — this account, this sender, always this folder. Triage handles the fuzzy sorting afterwards, deciding what a message is actually about. Setting up this rule is the first example of the two working together.

STAGE 03

Setup: account, folder, buckets

Everything in this stage lives in one place. The examples use Driftwood Design Co., a small interior design firm, and the same handful of senders recur through the rest of the page.

Email Center › AI Actions › AI Triage Configuration › Settings

3.1Turn it on

AI Triage Configuration
AI Triage Settings
✓Enable AI Triage
Run automatically after auto-retrieve
✓Use Preview mode by default
1 2 3
1The master switch. Nothing runs until this is on.
2Leave this off for now. Stage 05 covers turning it on once you trust your buckets.
3Keep this on while you’re learning. Every manual run stops to show you its suggestions first.

3.2Point it at an intake folder

Show

Triage only reads the folders listed here and checked Active. One intake folder on one account is the normal starting point.

Intake Folders
Active
Folder
✓
*Intake
Add Folder Remove
1
1Uncheck a folder to pause triage on that account without deleting its setup.

With a second mailbox in play, each account gets its own intake folder row. Only the checked rows are read on a run, so you can bring the second account online when you’re ready rather than all at once.

Intake Folders
Active
Folder
✓
*Intake-Studio
*Intake-Accounts
Add Folder Remove
1
1The second account is listed but inactive. Nothing in that mailbox is touched until you check the box.
Pro tip — adding a second account

Setting up another account? Either add a new intake subfolder and run Propose again from scratch, or point it at the same intake folder and reuse the buckets you already built.

3.3Your bucket list

Show

On a fresh install the grid is empty and offers to do the first pass for you.

Buckets — first run

You haven’t set up any buckets yet. AI can scan a folder and propose a starting set based on the mail that’s actually in there.

Propose Buckets…

Once it’s filled in, this is the screen you’ll come back to. This is what a sample bucket list might look like for a new user. Every bucket here files into a subfolder of the Inbox, so nothing leaves your sight while you’re learning what the AI does with your mail.

Buckets
Active
Order
Bucket
Destination 2
Description
✓
1
Spam / Junk
Inbox\Junk
Unsolicited bulk mail, phishing, and anything you would delete unread.
✓
2
Important Clients
Inbox
Mail from active design clients about their projects, schedules, or approvals.
✓
3
Invoices & Billing
Inbox\Billing
Invoices, payment receipts, and statements from suppliers and contractors.
✓
4
Newsletters
Inbox\News
Marketing and industry newsletters, nothing needing a reply.
✓
5
Vendor / Supplier
Inbox\Vendors
Quotes, lead times, and stock notices from fabric houses and trade suppliers.
✓
6
Unknown Senders / Cold Outreach
Inbox\Cold
Unsolicited pitches from senders with no CRM record.
✓
7
Needs Attention
Inbox\Needs Attention
Catch-all for anything that doesn’t clearly match another bucket.
Add Bucket Edit Copy Merge Delete Promote Propose Audit
Move Up Move Down
1
1Order matters. The AI walks buckets top to bottom, so put your most specific buckets above your broad ones and keep the catch-all last.
2Every destination is an Inbox subfolder. It’s best to start this way for easy review — the mail is sorted and out of the way, but still one click from where you already look.

The same buckets, pointed at their long-term homes: only the mail you act on stays in the Inbox, and junk goes straight to Deleted Items.

Buckets
Active
Order
Bucket
Destination 3
Description
✓
1
Spam / Junk
Deleted Items
Unsolicited bulk mail, phishing, and anything you would delete unread.
✓
2
Important Clients
Inbox
Mail from active design clients about their projects, schedules, or approvals.
✓
3
Invoices & Billing
Filed\Billing
Invoices, payment receipts, and statements from suppliers and contractors.
✓
4
Newsletters
Filed\News
Marketing and industry newsletters, nothing needing a reply.
✓
5
Vendor / Supplier
Filed\Vendors
Quotes, lead times, and stock notices from fabric houses and trade suppliers.
✓
6
Unknown Senders / Cold Outreach
Filed\Cold
Unsolicited pitches from senders with no CRM record.
✓
7
Needs Attention
Inbox\Needs Attention
Catch-all for anything that doesn’t clearly match another bucket.
Add Bucket Edit Copy Merge Delete Promote Propose Audit
Move Up Move Down
1 2
1A light-blue row means AI has gathered enough corrections to suggest a sharper description. Select it and click Promote — covered in stage 06.
2Order matters. The AI walks buckets top to bottom, so put your most specific buckets above your broad ones and keep the catch-all last.
3Destinations have graduated out of the Inbox to Filed and Deleted Items. Once you are comfortable with how triage handles a bucket, convert its destination — one bucket at a time rather than all at once.
Pro tip — rules vs. triage

Got one sender you always want handled the same way — like every email from one specific newsletter? Skip triage for that one and set up an email rule straight into a subfolder instead. Save AI triage for the fuzzy calls it’s actually good at.

3.4Create your buckets

Show

To get started with your own buckets, the Propose feature is the fastest way to get going. It lets you select a folder and then suggests a starting set based on the mail that’s actually in there.

Propose Buckets
Choose Folder… studio@driftwooddesign.example \ *Intake Scan
Apply
Move Now
Type
Bucket · Folder
Emails · Domains
Flag · Reason
✓
New
Invoices & Billing
Inbox\Billing
31 · quickbooks-payments.example, +4
—
✓
✓
New
Newsletters
Filed\News
46 · houzz.example, +9
—
Existing Match
Important Clients
Inbox
18 · alvarezproperties.example, +6
Overlaps an existing bucket
Edit Apply
1 2
1Apply creates the bucket and its destination folder. Nothing is created until you click Apply at the bottom.
2Move Now also files the emails the scan found. Safe for obvious buckets like Newsletters; leave it off for anything you’d want to eyeball first.

When you know exactly what you want, skip Propose and write the bucket yourself. This is also the dialog you land in when you edit an existing bucket.

Edit Bucket✕
Important Clients
Key: IMPORTANT_CLIENTS
Inbox
Choose Folder
✓Active (include in triage)
Description – describe what kind of emails belong here: Suggest
Mail from active design clients about their projects — schedules, approvals, site visits, and change requests. Usually from someone already in the CRM.
OK Cancel
1 2 3
1The Key is generated from the name and used internally. You don’t edit it.
2This is the field that does the work. Describe the mail, not the rule — mention who tends to send it and what it’s usually about.
3Stuck on wording? Suggest offers 13 starter templates and drafts a description for the one you pick.
Suggest — starter templates
Spam / Junk Important Client Communication Invoices / Billing Newsletters Internal / Team Personal Receipts Calendar Notifications Action Required Vendor / Supplier Recruiting Unknown Senders / Cold Outreach

3.5Decide where unsure mail goes

Some mail won’t clearly match any bucket. Tell triage what to do with it now, before a run happens with nobody watching.

Settings
When AI is unsure (LOW confidence):
Leave email in intake folder Move to specific folder:
Folder
Unclassified
Choose

Leaving it in the intake folder is the cautious choice, but the folder fills up. Pointing it at a folder of its own keeps intake clean and still puts the leftovers somewhere you’ll look.

Pro tip — a Needs Attention bucket

Add a catch-all bucket — something like “Needs Attention” or “Unclassified” — for anything that doesn’t cleanly match. It gives AI somewhere safe to put an uncertain guess instead of leaving it in the flat inbox.

STAGE 04

Run & review

With buckets in place, a run takes a few seconds. In Preview mode nothing moves until you say so, which is how you should work for the first few weeks.

Email Center › AI Actions › AI Triage › Run AI Triage

4.1Start a run

AI Triage
Run AI Triage
AI Triage History
AI Triage Corrections
Run AI Triage
Intake folders: *Intake (28 emails to triage)
Mode
Preview first (review before moving) Move emails directly
Start Triage
1
1The mode you set as default in Settings is pre-selected. You can override it for a single run here without changing the setting.

4.2Review the preview

Show

One row per email, with the bucket AI picked and how sure it is. Uncheck anything you disagree with, or change it in the Override column, then apply.

Preview — 28 emails
Apply
Subject
From
Contact
AI Says
Override
✓
Quick question re: the Fairview kitchen
maria@alvarezproperties.example
Maria Alvarez
Important Clients
HIGH
–
✓
Invoice 10442 is ready
billing@quickbooks-payments.example
known contact
Invoices & Billing
HIGH
–
✓
Houzz Pro weekly digest
news@houzz.example
not in CRM
Newsletters
HIGH
–
Re: stock hold on walnut veneer
trade@millhousewood.example
not in CRM
Needs Attention
LOW
Vendor / Supplier ▾
10x your pipeline this quarter
growthleads@example-marketing.com
not in CRM
Newsletters
MEDIUM
Unknown Senders ▾
Why? Apply Selected
1 2 3
1Contact tells you whether the sender is in your CRM. Mail from a real contact deserves a second look before it leaves the Inbox.
2Changing the Override dropdown records a correction, so the same email is classified better next time.
3Why? shows the AI’s reasoning for the selected row. Apply Selected moves only the checked rows.

You don’t have to decide on all 28 at once. Apply the obvious ones, and the grid refreshes with only what’s left — usually the handful that actually need thought. If you close RedHorse mid-review, the preview is waiting when you come back.

Preview — 4 remaining
24 emails filed. 4 left to review.
Apply
Subject
From
Contact
AI Says
Override
Re: stock hold on walnut veneer
trade@millhousewood.example
not in CRM
Needs Attention
LOW
Vendor / Supplier ▾
Fwd: permit paperwork for 14 Bellamy
council@example-city.gov
not in CRM
Needs Attention
LOW
–
Statement — August
billing@quickbooks-payments.example
known contact
Vendor / Supplier
MEDIUM
Invoices & Billing ▾
Congratulations on the Bellamy feature
editor@example-journal.com
not in CRM
Unknown Senders
LOW
–
Why? Apply Selected
1
1The rows you applied are gone and the count updates. What’s left is the genuinely ambiguous mail — usually where your best corrections come from.
Run AI Triage — next session
You have a pending preview from an earlier session with 4 email(s) waiting for review.
Load Pending Discard

Discard throws away the suggestions, not the emails — they stay in the intake folder for the next run.

4.3What the Email Center looks like afterwards

Folders
studio@driftwooddesign.example
Inbox
*Intake
Billing
Needs Attention
Filed
News
Vendors
Cold

The intake folder is empty and everything has landed where it belongs. Bold folders are the ones holding new mail, so a morning pass is three or four small reviews instead of one long scroll.

Pro tip — bold folders

Bold subfolders mean there’s mail waiting. It’s a lot easier to review buckets one at a time than to scroll one long inbox.

Pro tip — reserve the inbox

Point your most important bucket — the one for CRM-linked, must-see mail — at the Inbox itself. Give everything else its own subfolder, so Inbox stays reserved for what actually matters.

STAGE 05

Go automatic

When the preview stops surprising you, hand the run over. Triage then happens every time mail is retrieved, with no preview step.

5.1Turn on Run after auto-retrieve

Settings
✓Enable AI Triage
✓Run after auto-retrieve
✓Use Preview mode by default
1
1Automatic runs always use Apply Now, whatever the Preview default says. Preview mode still applies when you start a run by hand.

5.2Are you ready?

Good fit
✓Your last few previews needed no corrections.
✓Every bucket has a destination you’re happy for mail to land in unattended.
✓You have a catch-all bucket for the uncertain cases.
✓Your mail is fairly predictable week to week.
Hold off if
–You’re still adding or renaming buckets most weeks.
–A bucket files to Deleted Items and you haven’t watched it run yet.
–You’d miss something important if it went to a subfolder unseen.
–Corrections are still showing conflicts in stage 06.
Pro tip — start in Inbox, graduate later

While you’re still building trust in a bucket, keep pointing it at an Inbox subfolder — review is one click away. Once you’re comfortable, switch its destination to a Filed (or Deleted) folder so that mail gets out of your way automatically.

Pro tip — when to flip the switch

Once you’re comfortable with how a bucket’s behaving, turn on Run after auto-retrieve and let it work in the background.

STAGE 06 · ADVANCED

Keep it sharp

Every override you make is remembered. These three tools turn that record into better buckets: teach AI a one-off, review the corrections it’s collected, and promote a repeating pattern into the bucket’s own description. For reshaping the bucket set itself, see stage 07.

Email Center › AI Actions › AI Triage Configuration › Triage Corrections

6.1Teach AI a single email

The quickest correction of all. Right-click any email in the Email Center, choose Teach AI, and pick the bucket it should have gone to. The choice is recorded as a correction — you don’t have to touch the bucket’s description.

Email Center
Invoice 10442 is ready
billing@quickbooks-payments.example
Quick question re: the Fairview kitchen
maria@alvarezproperties.example
10x your pipeline this quarter
growthleads@example-marketing.com
Teach AI…
Build Bucket from Selection…
Teach AI

Teach AI: this email belongs to…

Invoices & Billing
Important Clients
Newsletters
Needs Attention
OK Cancel

6.2Review the corrections

Every override from the preview grid and every Teach AI lands here. Three row colours tell you what’s happening: green means the correction is already feeding the AI’s prompt, yellow means two corrections disagree, and blue means there are enough like it to justify a new bucket.

Triage Corrections
Source: All sources ▾ Bucket: All buckets ▾ Active: Active only ▾ Refresh
Created
Source
Email
AI Suggested
User Chose
Active
In Prompt
Conflict
09 Sep
MANUAL TEACH
Quick question re: the Fairview kitchen
maria@alvarezproperties.example
Needs Attention
Important Clients
✓
Yes
—
08 Sep
PREVIEW OVERRIDE
Houzz Pro weekly digest
news@houzz.example
Vendor / Supplier
Newsletters
✓
Yes
—
04 Sep
PREVIEW OVERRIDE
Statement — August
billing@quickbooks-payments.example
Invoices & Billing
Vendor / Supplier
✓
No
Yes
28 Aug
PREVIEW OVERRIDE
10x your pipeline this quarter
growthleads@example-marketing.com
Newsletters
Unknown Senders
No
—
Change Bucket Edit Bucket Activate / Deactivate 4 Delete Correction Promote to Bucket
Color Hint:
1 2 3
1Green — in the prompt. This correction is actively shaping how the AI classifies similar mail.
2Yellow — conflict. You’ve sent similar mail to two different buckets, so the AI has left it out of the prompt. Decide which one is right and deactivate the other.
3Blue — there are enough corrections like this to create a new bucket. Select the row and click Promote to Bucket.
4Deactivating keeps the record but stops it influencing anything. Delete removes it outright.

6.3Promote a pattern into the description

When enough corrections point the same way, the bucket turns light blue in the grid: it’s ready to promote. Select it, click Promote, and AI drafts a sentence that folds the pattern into the bucket’s own description — so it stops being a list of exceptions and becomes part of the rule.

Buckets — ready to promote
1
Important Clients
2
Invoices & Billing
3
Newsletters
Promote
Edit Bucket — description updated
Description
Invoices, payment receipts, and statements from suppliers and contractors. Statements and remittance notices from QuickBooks Payments belong here rather than Vendor / Supplier.
Drafted from 6 corrections · edit before saving
STAGE 07 · ADVANCED

The Bucket Shop

Buckets aren’t something you get right once. This is the workbench: build a new one from mail you already have, audit the whole set when classification starts to wobble, and merge the ones that turned out to be the same bucket wearing two names.

7.1Build a bucket from mail you already have

Often the easiest way to make a bucket is to point at examples. Select two or more emails in the Email Center — or in the triage preview grid — right-click, and choose Build Bucket from Selection. AI reads them and pre-fills the name and description.

Email Center — 3 selected
Fabric lead times — spring order
orders@nordweave.example
Re: stock hold on walnut veneer
trade@millhousewood.example
Quote 4482 — upholstery
sales@nordweave.example
Houzz Pro weekly digest
news@houzz.example
Teach AI…
Build Bucket from Selection…
Add Bucket — pre-filled
Bucket name
Vendor / Supplier
Description
Quotes, lead times, and stock notices from fabric houses, wood suppliers, and other trade vendors.
Drafted from 3 selected emails

7.2Audit the whole bucket set

Audit looks at your buckets as a group rather than one at a time. Click Scan and it reports what’s overlapping, too broad, or in the wrong place.

Audit Buckets
Scan 4 finding(s). Review, then Apply.
Apply
Type 1
Buckets
Refile Now 2
Delete (vs. Deactivate)
Reason
SPLIT
Vendor / Supplier
Holds two distinct kinds of mail: trade quotes, and delivery notifications. Recent sample shows the two rarely need the same treatment.
MERGE
Newsletters, Unknown Senders
Descriptions overlap heavily; 14 emails could have matched either. Consolidate under one key.
RELOCATE
Invoices & Billing
✓
Destination sits under Inbox but you never act on these; they are informational and should be filed, not reviewed.
REWRITE
Needs Attention
Description is too vague to match against — it’s catching mail that belongs in three other buckets. Simplify while keeping the same scope.
Apply
1Four kinds of finding. Rewrite and Relocate touch one bucket; Split and Merge change the shape of the set.
2Refile Now moves the mail that’s already been filed to match the new arrangement. Leaving Delete unticked deactivates instead — the bucket stops being used but its history stays, which is the safer option when you’re not sure.

7.3Merge buckets that overlap

Pick the bucket that survives, tick the ones folding into it, and AI combines the descriptions. It warns you when the buckets it’s merging don’t actually behave the same way.

Merge Buckets

Check the bucket(s) to merge into “Newsletters”, then Suggest via AI or Apply directly.

Merge In
Bucket
Destination
Spam / Junk
Inbox\Junk
Important Clients
Inbox
Invoices & Billing
Inbox\Billing
Vendor / Supplier
Filed\Vendors
✓
Unknown Senders / Cold Outreach
Filed\Cold
Needs Attention
Inbox\Needs Attention
Merging into:
Newsletters
Bucket name:
Newsletters
Description:
Marketing and industry newsletters, nothing needing a reply. Also unsolicited pitches from senders with no CRM record — bulk sends rather than a person writing to you.
Suggest via AI
✓Refile mail now Delete merged bucket(s) (instead of deactivating)
Apply
Action mismatch: Newsletters files to Filed\News, Unknown Senders files to Filed\Cold. Merged mail will all go to Filed\News.
Pro tip — make it a habit, not a setup

Don’t treat setup as one-and-done — periodically run Audit on your bucket set, and use Merge or Promote when you notice buckets overlapping or the same correction pattern repeating.

STAGE 08 · ADVANCED

History & undo

Every run is logged with what it scanned, classified, and moved. If a run went wrong, you can reverse it in one step.

Email Center › AI Actions › AI Triage › AI Triage History

8.1The run log

AI Triage History
Show: Last 30 days ▾ Refresh
Triage Runs
Started
Completed
Mode
Status
Scanned
Classified
Moved 4
Left in place
Model
Undone
14 Sep 08:02
14 Sep 08:02
Apply Now
Complete
31
29
29
2
claude-4
No
12 Sep 16:40
12 Sep 16:41
Preview
Discarded
12
12
0
12
claude-4
—
11 Sep 09:15
11 Sep 09:16
Apply Now
Complete
44
41
41
3
claude-4
Yes
Undo Run Delete Record Purge Old
Color Hint:
3 2 1
1Green — these runs have emails that have been moved.
2Blue — this run is still in Preview. It classified 12 emails and moved none until you apply or discard the suggestions.
3Yellow — these runs have emails with triage actions that have been undone.
4Scanned, Classified, and Moved rarely match exactly. The gap is the mail that didn’t fit a bucket.

8.2Undo a run

Select a run and click Undo Run. Every email that run moved goes back to the folder it came from.

Confirm Undo
Undo this triage run? Emails moved during this run will be returned to their original folders.

This cannot be undone.
Undo Run Cancel
Undoing…
Moved back 25 of 41
Cancel Undo

Cancelling part-way leaves the run half-reversed: the emails already moved back stay where they are. Run the undo again to finish it.

8.3Three words that look alike

Discarded
You threw away a preview’s suggestions. The emails never moved and are still in the intake folder.
Left in place
The run finished but these emails didn’t match a bucket, or you unchecked them. They stayed in intake.
Undone
The run did move mail, and you later reversed it. The emails are back where they started.