Toli turns your data and processes into calibrated decisions

Toli answers typed questions with a calibrated confidence, and keeps every reading countable. Your agents act when they can and hand over when they must: and you can analyse both.

See a reading

Documents arrive by the hundred, filed by whoever sent them. Toli reads each one, proposes its type, and says how sure it is. What is clear files itself; what is not waits for a person, with the reason attached.

One reading, in full

Question	declared	read	Probability per option	certainty	Route
the type	Pleadings	Judgment		58%	ESCALATE
This document sets a deadline	—	—	96%	92%	ACT

The order, and nothing else

declared / read
declared ↓ read →	Summons	Pleadings	Judgment	Exhibit
Summonsn = 229	16873%	4118%	62.6%	146.1%
Pleadingsn = 330	3711%	21465%	5818%	216.4%
Judgmentn = 217	41.8%	2913%	17681%	83.7%
Exhibitn = 197	199.6%	2613%	115.6%	14172%

What was declared, against what Toli read. Cells are tinted by share of their row, so rows of different sizes compare; the outlined diagonal is agreement.

At follow-up, Toli reads the record and says what the episode looks like, with a probability beside it. When it is not sure, it says so and the record waits for a clinician. No decision about a patient is ever taken in your place.

One reading, in full

the episode

declared · Vaso-occlusive crisisAcute chest syndrome91%CONFIRM

Probability per option

Acute chest syndrome91%

Febrile infection5%

Vaso-occlusive crisisdeclared3%

Stable review1%

This warrants admission tonight

86%CONFIRM

For a statement, the certainty is the distance from 0.5, doubled. Half is ignorance, not a no.

What a threshold costs you

share of readings above itagreement above the threshold

An incident gets opened by whoever noticed it, two minutes in, and it is almost always understated: nobody types critical while they still hope it is nothing. Toli reads the write-up and tells you what it actually describes, so your subscribers hear from you at the right moment rather than an hour later.

One reading, in full

the impactMajor83%

Major83%

Minordeclared12%

Critical4%

No impact1%

Subscribers should be notified76%

Probability the statement holds. 88%

Ninety days, one bar each

OperationalReadings API

98.44% over the last 90 days

OperationalEngine

93.56% over the last 90 days

The same days, by month

July 2026

87%

August 2026

87%

September 2026

70%

Your customers write in. Toli reads each message before anyone opens it: what it is really asking, how urgent it reads, and whether several people are reporting the same thing. Your team answers what matters first instead of answering in the order things arrived.

One reading, in full

the queue

Sign-inApp behaviour86 %

Probability per option ·ACT

App behaviour86%
Sign-indeclared8%
Data and sync4%
Subscription2%

Several customers report the same thing

CONFIRM82 %

91%

Probability the statement holds. For a statement, the certainty is the distance from 0.5, doubled. Half is ignorance, not a no.

Wrong where it already hesitated

Lane counts follow the matrix above; where each dot sits on the scale is drawn, not measured.

The same thing to plug in, whatever the field

What changes from one domain to the next is the wording of the questions and where you cut the thresholds. The shape of the answer, and the analysis you run on it, never change: which is why this list has no end.

Technical supportStatus pagesDocument classificationHospital pathwaySickle-cell and rare diseaseContent moderationFraud reviewCompliance and KYCApplication screeningLead qualificationInsuranceAlert triageCustomer feedbackSupplier intakeTailoring and garment makingProperty and housingAgricultureMicrofinanceLogistics and transportEducation and exams+ any other domain

It proposes, a person decides

On this path the ACT route does not exist, not switched off: absent. An agent built here cannot act alone, whatever its configuration says.

What is availableToli readsProbabilitiesCONFIRMESCALATEReport

There is no third route here: ACT is absent from this path.

Toli turns your data and processes into calibrated decisionsdecisions

The same thing to plug in, whatever the field

It proposes, a person decides

Toli turns your data and processes into calibrated decisions