Nordlith helps Toowoomba businesses put AI to work on emails, routine administration and follow-ups—connected to the tools you already use, with your team in control.
The spreadsheet between two systems is carrying too much
Staff export records, repair columns and re-enter the result elsewhere. The original application may still be doing its core job well. A custom AI build is not automatically the answer: the bottleneck may be an unsupported interface, inconsistent identifiers or an approval that was never documented. The brief should distinguish those problems before comparing vendors or delivery models.
Compare the smallest change that would hold up
Illustrative workflow: prepare a service record from a legacy export
- Read an agreed export without changing the legacy application.
- Validate identifiers and required fields; separate malformed or unmatched rows.
- Prepare a proposed destination record, using AI only to summarise free-text notes if needed.
- Let the owner approve the transfer and verify the destination before retiring the manual step.
A revised export layout, a repeated file and a missing identifier should fail visibly. File access is not evidence that an application supports safe writeback. This is a possible design, not a claim of compatibility.
A practical extend-or-replace brief
- Product names, versions and subscription editions.
- A redacted export, field definitions and a changed-format example.
- The authoritative record key and handling rules for duplicates.
- Supported interfaces, vendor restrictions and internal access ownership.
- Who will maintain the component and what a manual recovery looks like.
Keep the first enquiry general. Do not send passwords, tokens or confidential customer records.
Bring operational detail to the remote design review
Toowoomba teams can start with remote discovery involving the workflow user and system owner. Existing vendor support arrangements matter; do not grant access until the relevant permissions and data handling are settled. Scope documentation, handover and any onsite needs as part of the decision, rather than assuming them after a build.
Before you decide.
Can AI get around a system with no API?
It should not be treated as permission to bypass controls. Supported exports or a manual review stage may be appropriate; fragile screen automation needs separate assessment.
Will we own and be able to maintain the result?
Ownership, source access, documentation, dependencies and support responsibilities must be explicit in the engagement. Do not infer them from the word custom.
What should comparable quotes include?
The same interfaces, field rules, exception cases, tests and handover obligations. A connector-only quote and a supported custom application are different scopes.
Continue from the decision.
What would be easier
if this worked properly?
Tell us where time or follow-through is being lost. We will start with the problem, not a product pitch.
Talk to Nordlith →