Forward EngineerCape Town, South Africa ↗

Tyler
Stewart.

Forward Engineer · Cape Town

I build AI tools and connected workflows, working with teams from the first conversation through to delivery.

See selected work
Fig. 01 / Making it workConcept sketch
Understand. Connect. Build.
Test with the people who use it.
AI agents↗Connected workflows↗Useful tools
Inside the work ↓
01 / Selected work

A closer look
at the work.

Agents and workflows I’ve worked on.
The task, the approach and the decisions behind it.

01 / Market intelligenceAnonymised example

Market questions.
Answers you can trace.

An agent that answers business questions with dated citations, flags conflicting sources and declines to answer when the evidence is too old.

A decision that mattered

The age of a source matters as much as what it says.

Inside the workflow

The response connects claims to their sources and makes disagreements visible. When current evidence is missing, the agent says so instead of presenting an outdated answer as fact.

AI agent / Source freshness / Citations / Conflicting evidence
Evidence deskIllustrative example
A question worth checking

What has changed
in this market?

Source ADated citation
Source BDated citation
Sources disagree on the outlook.
Stale evidence? Hold the answer.
The evidence stays attached to the answer.
02 / Invoice triageAnonymised example

Three documents.
One clearer decision.

A workflow that extracts an invoice, checks it against a purchase order and delivery note, assigns account codes and routes exceptions with plain-language reasons.

A decision that mattered

An exception needs a reason someone can act on.

Inside the workflow

The workflow brings the supporting documents together so discrepancies can be reviewed in context. Exceptions are routed with an explanation of what needs attention, rather than a generic failure message.

Document extraction / Three-way matching / Account coding / Exception routing
Document matchingIllustrative example
CheckEvidenceResult
SupplierInvoice + POMatch
QuantityDelivery noteReview
Reason for reviewInvoiced quantity exceeds delivery.
Show what needs checking, and why.
03 / Stakeholder reportingAnonymised example

Monthly inputs.
A board-ready report.

A workflow that combines an operations workbook and management accounts into a branded monthly PDF for stakeholder review.

A decision that mattered

Bring the sources together before shaping the story.

Inside the workflow

The workflow brings operational and financial information into one reporting process, then produces a consistent document for review. The format makes the recurring output easier to prepare and navigate.

Workbook processing / Document assembly / Branded PDFs / Monthly reporting
Report assemblyConcept sketch
Operations
Accounts
Combine → Structure → Render
Monthly report

The full picture.
In one place.

Review copy
Multiple inputs. A consistent document.
04 / Daily market updateAnonymised example

Portfolio workbook.
A note ready to share.

A workflow that turns a portfolio workbook into a client-ready daily market note, bringing the source information into a concise, repeatable format.

A decision that mattered

Make the daily output easy to read and repeat.

Inside the workflow

The workbook provides the input for the market note. The workflow turns that information into a structured update, reducing the repeated work of assembling and formatting each edition.

Portfolio data / AI-assisted writing / Daily updates / Document generation
Daily briefingIllustrative layout
Market note / Sample layout

The day.
In perspective.

01 / Market context
02 / Portfolio overview
03 / Key observations
A repeatable format for a changing market.

Selected use cases, described without client names or identifying details. Visuals are illustrative.

02 / Try the logic

What happens when
the input is wrong?

Good automation knows when to stop.
Watch it run. Switch the input to see what changes.

01 / Choose the input
Source preview
Records received
3 / 3
Calculated total
R 14,000
Reported total
R 14,000
02 / Follow the workflowReady
  1. 01
    Check record coverageDid every expected record arrive?
    Waiting
  2. 02
    Reconcile the totalsCalculate from the source. Compare.
    Waiting
  3. 03
    Prepare a review copyDraft only when both checks pass.
    Waiting
Awaiting a run

Choose an input. See what the workflow lets through.

Interactive illustration with synthetic data. Checks run in your browser; commentary is a local template, not an AI service.

Tyler Stewart with Table Mountain in the background
Tyler, in Cape Town.33.9° S / 18.4° E
03 / The person

Howzit, I’m Tyler.

I’m based in Cape Town. I like taking an idea apart, finding out how it works and building something with it.

Away from a screen, that usually means slow travel, scuba diving or a new trail. I value the freedom to explore—and the discipline to finish what I start.

ExplorationFreedomContinuous learning
South Bound — a travel side project ↗