Learning and memory

Xevrion remembers what happened, and gets better because of it.

Xevrion keeps an ordered memory of your business, scores every forecast and recommendation against what really happened, and adjusts how far to trust itself.

14 days free No payment details No sales calls

MemoryWhat Xevrion has learned · with its sourceExample company · demo data
Email from Priya Shah, 2 Sep

Please could the driver ring 20 minutes before? There is no one on the gate after 11.

Remembered from this source. You can correct it or make Xevrion forget it at any time.

In use

How it learns

Four steps, repeated every cycle.

  1. 01Xevrion

    Remembers what happened

    Events, decisions and lessons are kept on one audited timeline, for your organisation only.

  2. 02Xevrion

    Scores every forecast

    When the real numbers arrive, each forecast is compared with them and the error measured.

  3. 03Xevrion

    Scores every recommendation

    Once acted on, its real benefit and cost are compared with what was expected.

  4. 04Xevrion

    Adjusts, within fixed limits

    How far each forecast is trusted follows its track record. Every change is recorded with its reason.

Xevrion does this stepYou approve or decideNothing leaves your business without the approvals you set.

In numbers

Error falls; trust follows.

In this example a revenue forecast starts 31% out. Each cycle it is scored and recalibrated, and the trust placed in it rises as the error comes down.

Forecast error and trust, by cycleExample company · demo data
Forecast error falling and trust rising over five learning cycles (illustrative example)Forecast error by cycle: 31%, 26%, 19%, 13%, 9%. Trust in the forecast rises as error falls: 0.69, 0.74, 0.81, 0.87, 0.91.25%: recalibrate above10%: a strong model below10%25%31%Cycle 126%Cycle 219%Cycle 313%Cycle 49%Cycle 5trust 0.91

What it keeps

What Xevrion remembers, and for how long.

MemoryWhat it holdsKeptWhen it goes
Business memoryEvents, decisions and lessonsFor as long as you are a customerDeleted when an owner completes deletion
Learning recordsHow forecasts and recommendations performedFor as long as you are a customerDeleted with your organisation's data
Approved knowledgeProcedures and answers your team approvedUntil it expires or is replacedExpired items are flagged, never silently used
Financial recordsInvoices and paymentsAs accounting rules requireArchived, then removed when the rules allow
Audit trailWho did what, and whenKept as evidenceA minimal record of deletion remains

Questions

About learning and memory.

Does Xevrion learn from other companies' data?

No. Learning happens inside your organisation only. Nothing is shared between customers, and your data is not used to train AI models.

Can learning make things worse?

Adjustments are bounded: forecast trust stays between 0.25 and 1, and recommendation confidence is scaled between 0.5 and 1.2. Every change is recorded with its reason.

What happens to memory when we leave?

It is deleted with the rest of your organisation's data when an owner completes deletion. Only a minimal record that the deletion happened is kept.

A platform that gets better with your business.

The whole platform on every plan; learning begins with the first measured result.

14 days free No payment details No sales calls