TO&BY AI · IN DEVELOPMENT

Accounting intelligence.
Built around
real work.

We are exploring practical AI-assisted tools that can help organise accounting information, reduce repetitive work and support clearer professional review.

AssistReduce routine work
ReviewKeep people in control
UnderstandMake information clearer
TO&BY / AI WORKSPACECONCEPT

WORKFLOW PREVIEW

From business records
to review-ready information.

01CaptureInvoices · receipts · records
02OrganiseExtract · classify · structure
03ReviewChecks · prompts · exceptions
HUMAN REVIEWProfessional judgment stays essential.
Product directionThis page presents our development vision. The AI tools described are not yet publicly available.

Less repetitive work.
More time for judgment.

AI is most useful when it supports the accountant—not when it hides the reasoning. Our direction begins with the real work behind bookkeeping, review and business reporting.

01

Capture

Bring scattered invoices, receipts and business records into a more organised starting point.

02

Organise

Support classification, matching and record preparation while keeping the source information visible.

03

Review

Highlight unusual items, missing information and areas that may require professional attention.

04

Understand

Turn financial information into clearer explanations for accountants, owners and operational teams.

PRACTICAL USE CASES

Where we see
AI helping.

These are intended areas of development, not released product features. Each concept will require testing, professional oversight and careful handling of business data.

01

Document assistance

Help read common business documents and prepare key details for review.

INTENDED DIRECTION
02

Transaction suggestions

Suggest possible classifications using the available document and business context.

INTENDED DIRECTION
03

Reconciliation support

Help compare records and bring unmatched or incomplete items to attention.

INTENDED DIRECTION
04

Review prompts

Surface unusual patterns and potential exceptions for an accountant to investigate.

INTENDED DIRECTION
05

Reporting assistance

Support the preparation and explanation of management information and reports.

INTENDED DIRECTION
06

Knowledge guidance

Make accounting concepts and workflow guidance easier to access and understand.

INTENDED DIRECTION

THE HUMAN-IN-THE-LOOP MODEL

AI assists.
People decide.

Accounting decisions depend on context, evidence and professional responsibility. Our direction keeps review and approval with the user at every important stage.

See the full ecosystem
01
BUSINESS INPUT

Documents & records

Source information enters the workflow.

02
AI ASSISTANCE

Structure & suggestions

The system helps prepare information.

03
HUMAN CONTROL

Review & approval

A responsible person checks the evidence.

04
BUSINESS ACTION

Report & decision

Approved information supports the next step.

DEVELOPMENT PRINCIPLES

Responsible by design.
Practical by purpose.

01

Accounting first

Technology should follow sound accounting logic and real operational needs.

02

Human control

Important outputs should remain reviewable, correctable and subject to approval.

03

Clear reasoning

Users should be able to understand the source and basis of a suggestion.

04

Data care

Privacy, security and appropriate access must be considered throughout development.

OUR DEVELOPMENT PATH

Built carefully,
step by step.

We are taking a measured approach: understand real accounting work first, validate the concept, then progress only when the experience is useful and responsible.

  1. 01
    CURRENT FOCUS

    Research & workflow mapping

    Identify repetitive work, user needs and the points where professional judgment matters most.

  2. 02
    NEXT

    Concept development

    Turn suitable use cases into focused, testable accounting-assistance concepts.

  3. 03
    PLANNED

    Controlled testing

    Evaluate usefulness, clarity and limitations with structured review.

  4. 04
    FUTURE

    Responsible release

    Introduce only the capabilities that meet the required practical and quality standards.

FOLLOW THE JOURNEY

Interested in the future of practical accounting?

Speak with the To&By team about the AI vision, suggest a real accounting challenge or ask to receive future development updates.

Contact us on WhatsApp info@toandby.com