AI Labs

Where AI gets tested
before it gets sold.

Practical AI, from the boardroom to the ute: the products we're building, and how to deploy agents without losing control.

What's on the bench.

OptiProduct runs on its own agents first. Every one keeps a human approving the decisions that matter, the same standard we bring to clients.

Running weekly

Prospect research agent

Researches and ranks mid-market companies by their likely appetite for customer-led digital transformation, using public maturity signals.

Running weekly

Pipeline assistant

Triages replies, drafts the next touch and keeps the tracker current. It drafts; a human reviews and sends. Nothing goes out on its own.

Live

Maturity diagnostic

A free self-assessment across customer, digital, data and AI that places a business on a five-stage map and recommends where to start. Try it ›

In the lab

Agent oversight toolkit

Templates, checkpoints and alert thresholds for keeping agents accurate over time. The foundation of the offer below.

Featured build · early access

Socius: AI admin for trade businesses

Tradies lose evenings, and money, to paperwork. Socius turns a voice note from the ute into a priced variation, quote or job report in the business's own words, ready to check and send. It's set up for each business in one call and runs on the owner's own Claude account, so their data stays theirs.

  • VariationsA change on site becomes a written, priced variation the customer approves by link, with the approval timestamped.
  • Quotes and scopesSite-visit notes become a customer-ready quote that flags NSW contract thresholds. It never makes up a price.
  • Job reportsThe crew's end-of-day voice notes become a clean report a customer, strata manager or insurer can read.

Works alongside ServiceM8, Tradify and Xero. Nothing reaches a customer until a person taps send: the oversight layer, applied to a small business.

VOICE NOTE · ON SITEWall behind the mixer's rotten, need to cut out and re-sheet about a metre square, villaboard and waterproofing. Adds half a day.
Variation V-03Example job

Replace water-damaged wall sheeting behind the shower mixer (approx. 1 m²). Cut out, re-sheet with villaboard and waterproof to AS 3740 before refitting.

Labour, 4 hr
$500.00
Materials, incl. markup
$196.36
GST
$69.64
Change to contract price
+$766.00
Time impact
+0.5 day
Approved by customer · logged

Responsible agent deployment

The oversight layer for mid-market AI agents.

Frontier labs pay specialists to keep their models safe and correct. Mid-sized businesses deploying agents have no such pipeline. OptiProduct doesn't train models or build your agent. It makes sure whatever you deploy stays safe, accountable and correct over time.

  1. 1

    3–4 weeks · fixed scope

    Safety & governance audit

    A scored read of where your agents run, who owns them and what could go wrong.

    • Agent and use-case inventory
    • Risk, data and accountability review
    • Observability gap check (usually the headline)
    • Scored maturity and priorities
  2. 2

    4–6 weeks · you keep it

    Oversight framework

    A right-sized operating system for human-in-the-loop control, installed in your business.

    • Review checkpoints and escalation paths
    • Observability and alerting: drift, regressions, retry loops, cost and latency
    • Thresholds, owners and response playbooks
    • Ideally open-source, self-hosted tooling
  3. 3

    Quarterly · light touch

    Oversight audit

    Read the data, tighten the loop and keep the framework current as agents and models change.

    • Alert and incident review
    • Threshold and checkpoint tuning
    • Board-ready assurance summary

See the full safety & governance audit, benchmarked to world best practice ›

Augment, don't replace

Accountability stays with the person who carries it. In regulated advice, the licensed adviser signs off while AI does the legwork: drafting, documenting and modelling.

You own the platform

No reselling, no lock-in. You run the tools. OptiProduct specifies them, defines what good looks like and interprets the data.

Built on recognised standards

The framework is structured to map onto the frameworks boards and auditors already recognise.

ISO/IEC 42001NIST AI RMFAU Voluntary AI Safety StandardEU AI Act

Tooling tells you what's happening. Governance decides what to do about it.

Questions

What is responsible AI agent deployment?

It means every AI agent has a named owner, is tested before go-live, is monitored for drift, errors and cost, and can be reviewed, overridden or stopped by a person. OptiProduct designs that oversight layer for mid-market businesses.

Does OptiProduct build AI agents for clients?

OptiProduct builds its own AI products, such as Socius. For clients, it sets AI strategy and governs the agents they deploy, rather than reselling tools or acting as an implementation shop.

Which tools are used to monitor AI agents?

The choice is right-sized to the client. Common options include Langfuse and Arize Phoenix (open source and self-hostable), LangSmith for LangChain stacks, and Datadog where it is already in use.

What is Socius?

Socius is an AI admin assistant for Australian trade businesses. It turns a voice note into a priced variation, quote or job report, and nothing reaches a customer until a person approves it.

Deploying agents this year?

AI Labs is taking on a small number of early pilot partners. Let's talk about where your agents are, and what's watching them.