AI CRM Writeback
Nothing on an existing lead moves by itself. What the conversation gave up arrives as a queue of proposed edits, each showing the value it would replace, how sure it is, and the words it was heard in.
Suggested updates to the lead
4 awaiting review- Email93%
it is dana dot whitlow at meridian freight dot com
- Job Title86%Operations ManagertoHead of Logistics
I moved across to run logistics back in March
- City61%San FranciscotoOakland
we shifted the depot over to Oakland last quarter
- Postal Code34%94105to94607
nine four six oh seven, I think, that is the depot one
Product figures from the platform’s own defaults - not customer averages
How it works.
Nine columns, and nothing outside them
First name, last name, email, job title, address, city, state, postal code, country. Anything outside that is dropped before a row is even created, so an account number said out loud can never become a proposed edit.
A proposal that changes nothing is not made
Current values are read off the lead first. Where the proposal matches what is already there the row is skipped entirely, and where one for the same call and column is pending or already accepted, a second is refused.
Half confidence is where the queue draws its line
Recall on a thin conversation drags in noise, so anything under 0.5 waits behind a toggle instead of sitting in the review list. Taking the whole batch still takes those, and a batch of more than five asks you first.
Accepting changes the lead, and leaves a trail either way
The lead is found from the numbers on the call, the field is updated, and a change entry lands carrying both values, who accepted it and where it came from. A country has to resolve to a two letter code or the accept refuses.
Two moments in every read.
Every read passes through the same seven. AI CRM Writeback is the lit ones, and everything either side of it is a different page in this category.
- 01Source
the call or the thread it reads
- 02Transcribe
audio into words, with speakers
- 03Read
the pass over the whole of it
- 04Judge
the score, the sentiment, the intent
- 05Extract
the fields and follow-ups pulled out
- 06Write
what lands back on the record
- 07Review
a person checking the machine
The specifics.
8 facts- Columns
- Nine name, contact and address fields. Everything else is discarded before storage
- Each row carries
- The current value, the proposed one, a confidence from 0 to 1, and a quote
- Hidden by default
- Confidence under 0.5. A toggle reveals them and bulk accept includes them anyway
- Country
- Anything two characters long is upper-cased and written through unchecked. Longer values go through a table of seventeen spellings covering thirteen countries, and anything else refuses
- No matching lead
- Accepting fails with a message rather than writing to a record it guessed
- New leads
- Where nothing matches the number and a name was heard, one is created during the run
- Not the same as
- This edits an existing lead. Follow-up extraction proposes work instead
- Undoing one
- No button. Both values sit in the change log, so the old one can be typed back
What it reads, and what reads it.
Nothing here invents its input. These are where the material comes from, and where the verdict goes afterward.
More in Intelligence
12 capabilitiesAI that proposes edits to the record - an insight becomes a field once you accept it.
One to six sentences on the record covering why the call happened and what was agreed, so nobody reading the list has to open the audio to find out.
Finding yesterday's bad calls is a filter, not an afternoon. Positive, neutral or negative on every analyzed call, kept in a field of its own you can sort on.
How the agent sounded, how the customer sounded, one word for the pair. Chosen words rather than a fixed list, so a call can close politely and grudgingly.
A month of calls gets reviewed by whoever had time. Every call carries five numbers instead, and the overall is judged in its own right rather than averaged.
Nobody re-listens to check the disclosure went out. Every call is scored against what compliance means on your floor, with a missing one excluded, not passed.
A coaching note never quotes the customer back at a rep who did not say it. Four of six engines return the channel each side was on, one control swaps them.
A collections call and an admissions call are not judged the same way. Fifteen verticals ship knowing the difference. What comes back still reads the same.
A thread is read only when somebody on it is one of your leads. No match and nothing is sent anywhere, so mail that is not about a customer is left alone.
A draft or a rewrite that lands in the composer and stops there. The subject is a suggestion, every word editable, and nothing leaves until a person sends it.
The field group you would otherwise build one field at a time. Describe what you track or paste a spreadsheet's columns, then approve or refuse each field.
Type the list you want and it builds the filter and the sort. Then it says in one sentence what it understood: a filter nobody typed has to say what it did.
OpenAI, Azure, Anthropic, Gemini, Bedrock and ten more. When one starts timing out mid-afternoon the work moves down the chain rather than stopping on you.
The rest of the platform.
Five more categories, all on the same record and the same bill. Each card names three of its capabilities, so you can tell from here whether it is worth opening.
Intelligence
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