Ops data mapping
Map where truth lives today: CRM, payments, documents, spreadsheets, logs. Name the leaks and the double-entry before anyone builds on top.
Data Intelligence
Data you can trust. Agents that stay on the rails.
Melbourne studio for data intelligence across CRM, payments, documents, and AI: pipelines that stay honest, assistants with a human in the loop, and decisions your team will actually use. Australia-wide and international.
What you get
Everything handled, nothing hidden
Pipelines that stay honest
Payment, document, and ops pipelines designed so records do not drift. Deduping, handoffs, and audit trails as part of the build, not a later cleanup.
Readable decisions
Surfaces operators actually open: pipeline health, exceptions, job status. Not vanity charts. No invented KPI theatre.
HITL assistants on your data
Internal assistants that help staff on real workflows, with least privilege and clear boundaries on what models can see. People stay in the loop.
Log and ops signal agents
Agents that read server logs and ops signals, aggregate what matters, and report in plain language for the people who run the system.
Governance agents plug into
Purpose and knowledge alignment so assistants stay inside applied policy. Flags and scoring with humans responsible for enforcement and education, not a black-box compliance product name.
Fit
Who this is for
Teams that do not trust their own numbers
CRM, payments, documents, and the spreadsheet disagree. We fix integrity and ownership before adding more automation.
Operators adding AI on half-finished data
Assistants and agents on messy pipelines create confident wrong answers. We harden records, access, and governance first, then wire human-in-the-loop AI.
Not a fit for "buy a BI suite and hope"
If the ask is only a portfolio of charts with no system ownership, we will say so in Discovery. We do not sell warehouse theatre we do not run.
Industries
Where we show up most
Service and field businesses
Jobs, quotes, payments, and documents that must stay one trustworthy story for the office and the crew.
Product and marketplace teams
Customer and ops data feeding staff tools and HITL AI features: assistants that help, people who still decide.
Studios shipping CRM and AI together
Custom CRM, payment and document pipelines, and governed assistants in one build path, not unsupervised agents on broken auth.
Outcomes
What you walk away with
Integrity before intelligence
Map where truth lives, stop silent drift, then put AI on data people already trust.
Human in the loop by default
Assistants and log-aware agents that draft, flag, and summarise, with people keeping judgement, exceptions, and enforcement.
Same desk as the systems
Website, CRM, apps, and automation sit with the same Melbourne studio: finish, fix, connect, not rebuild-from-zero theatre.
How it works
A process without black boxes
Discovery
Map systems, data flows, and where trust breaks. Leave with a plan: integrity, CRM, automation, app hardening, or stop, whether or not you build with us.
Audit or blueprint
If the stack is an AI-built app, the published $200 + GST vibe coding audit applies. Otherwise Discovery leads to a scoped integrity or blueprint quote. There is no Data Intelligence package floor.
Design
Integrity model, governance rules, and assistant boundaries on paper before code.
Build & adopt
Pipelines, assistants, reporting surfaces, and governance hooks, then train operators so the data does not quietly rot.
Book a Discovery Session
Melbourne studio. Australia-wide. Call 0481 347 115 or 03 7073 2727. If you already have an AI-built app, the vibe coding audit is the published $200 + GST review.
Request a Discovery SessionQuestions
Straight answers
What is Data Intelligence at Alphesda Interactive?
Making ops data trustworthy enough to decide and automate on: pipelines, integrity, human-in-the-loop assistants and agents, and reporting people use. It sits across CRM, payments, documents, and apps, balanced between clean records and governed AI on your data.
Is this a BI dashboard or warehouse package?
No. We build the integrity and decision layer on the systems you run. If a chart helps operators, we ship it. We do not sell a warehouse or BI suite we do not run.
How is this different from AI automation?
AI automation is the workflows and agents. Data Intelligence is whether those agents and your team can trust the underlying data and stay inside governance. Many engagements use both: integrity first, then automation.
How is this different from custom CRM?
CRM is the system of record. Data Intelligence covers pipelines into and out of that record, assistants on top of it, log-aware agents, and governance so AI does not invent answers from dirty data.
What is the $200 audit?
That price is the existing vibe coding audit, not a Data Intelligence package. It applies when you already have an AI-built app or repo to review. You get the published seven-surface report, and repair work is quoted separately. Other integrity and blueprint work is scoped in a Discovery Session. There is no Data Intelligence package floor.
Do you invent KPIs or case study metrics?
No. We report what your systems produce after integrity work. This page does not invent percentages or client logos for Data Intelligence.
Where does privacy fit?
When collection or model processing changes, we route through Privacy Impact Assessment work on alphesda.com. Least privilege and Australian residency where required stay part of design.
How do we start?
Book a Discovery Session. If you already have an AI-built app or repo, you can also open the published vibe coding audit ($200 + GST). Call 0481 347 115 or 03 7073 2727, or email connect@alphesda.com.
Next step
Start with Discovery. Add the $200 audit if AI-built
Bring one disagreement: a lead that never became a record, a job count that does not match payments, or an assistant you do not trust on production data. Discovery is free. If you already have an AI-built app, the $200 + GST vibe coding audit is the published review path.