AI solutions
We build AI that answers from your own documents, with the sources attached, and automation that takes the busywork out of a process.
- Knowledge bases you can question
- Agents that carry out a goal
- Models run inside your own walls
We build for you.
Qualitat is a small team of engineers who design and build systems, connect enterprise software, secure infrastructure and run cloud platforms, for organisations that need them to work on Monday morning.
We build AI that answers from your own documents, with the sources attached, and automation that takes the busywork out of a process.
We find the gaps that matter, so your team knows exactly what to fix.
Systems connected so data moves once, correctly, and visibly.
Infrastructure designed as code, shipped through pipelines, costed before sign-off.
We build AI that answers from your own documents, with the sources attached, and automation that takes the busywork out of a process.
Knowledge bases your people can question: company PDFs, intranets and technical documentation, answered with the sources attached.
Built with LangChain and LangGraph, vector databases, re-ranking for accuracy
Multi-step agents that plan, reason and carry out a goal, such as researching a market and drafting a report, then critique their own work.
Built with LangGraph state management, multi-agent orchestration
Smaller open-source models trained on your data to beat generic models on your task, or to cut inference cost.
Built with Llama, Mistral and DeepSeek fine-tuning, LoRA adapters
Open models running inside your own infrastructure or private cloud, so data never leaves your perimeter.
Built with Self-hosted DeepSeek and Llama, containerised
Full-stack products where generative AI is the core feature, not an add-on.
Built with Claude Code and Cursor assisted development, custom API integration
Gmail, Slack, your CRM and Trello connected, so invoicing, client onboarding and lead qualification run themselves.
Built with n8n workflow orchestration
Small internal AI apps with a simple UI, like a contract reviewer or a marketing copy generator.
Built with Dify, low-code frontends
Incoming tickets categorised, replies drafted for a person to approve, and the CRM updated for you.
Built with Claude and OpenAI APIs through automation middleware
PDF invoices, email bodies and scanned forms turned into structured rows in Excel or SQL.
Built with Multimodal models (Gemini, GPT-4 Vision)
News ingested and summarised, social posts drafted and queued for approval.
Built with n8n with generative models
How long do we keep call recordings?
We find the gaps that matter, so your team knows exactly what to fix.
Everything you run, known and accounted for, so nothing quietly falls out of view.
Built with Nessus and your asset register
Findings from every scanner brought together and ranked by real-world risk, not just severity.
Built with Nessus and Prisma
Admin access checked against what should exist, with anything unexpected flagged.
Built with Privileged access management and Nessus
Cloud and container environments watched for misconfiguration and risky changes.
Built with Prisma
Your security mapped to the Essential Eight, so maturity is clear control by control.
Built with ASD guidance and CIS benchmarks
The platforms your security team relies on are monitored too, so failures never go unnoticed.
Built with SIEM and log monitoring
Systems connected so data moves once, correctly, and visibly.
Scanners, cloud-posture and access tools pulled into one place, findings ranked by real-world risk, and tickets that open and close themselves.
Built with Python, Elasticsearch, Logstash, Jira API
Plans, spreadsheets and scope documents kept in step with the ticket board both ways, so nobody updates the same thing twice.
Built with FastAPI, APScheduler, Jira and Plane APIs, Google Sheets
Log pipelines moved to a new SIEM with every source normalised to one format, so no events are dropped in the switch.
Built with Logstash, Elastic Stack, per-source profiles
Ageing platforms brought up to date in planned steps, databases upgraded along the way, and every backup restored and checked against live before cutover.
Built with PostgreSQL, GitLab, verified backups, HA and DR
Scheduled checks across cloud servers without installing agents, with results stored and alerts raised the moment something turns up.
Built with AWS Lambda, EventBridge, Systems Manager, S3, SNS
Infrastructure designed as code, shipped through pipelines, costed before sign-off.
Where you are, where you need to be, and the order to get there: service models chosen, running costs worked out, and security and compliance settled before anything moves.
Built with AWS, Azure and GCP architecture reviews
Networks, compute and storage laid out for security and room to grow, and written as code so every environment is built exactly the same way.
Built with Terraform, CloudFormation
Testing and releases automated end to end, so reliable code can go out on any day and problems show up in minutes, not weeks.
Built with GitLab CI, Docker
Applications, data and workloads moved off your own servers, or between clouds, each one rehosted or reworked as it needs, with integrity checked and downtime kept small.
Built with Staged cutovers, replication and checks
Applications built to run across AWS, Azure and GCP, so no single provider holds you, reliability goes up, and each workload runs where it suits best.
Built with Kubernetes, Terraform
The same four practices, shaped to how each industry works: its systems, its rules and its busy seasons.
Tools that help a carrier’s security team keep track of accounts, systems and vulnerabilities across a large network.
Quality assurance for the work on site: each lot’s documents checked against its inspection and test plan. Gaps and non-conformances surface before sign-off, not after it.
Booking, itinerary and supplier systems that hold up in peak season. Availability and rates stay in step across every channel you sell through.
Shipments, customs and carrier data moving between systems without re-keying. Tracking, paperwork and invoices line up for every consignment.
Claims, policy and broker workflows, automated where it’s safe. Routine claims move through on their own, and the rest reach an assessor with the file ready.
Tenancies, maintenance and owner reporting in one place. Requests reach the right trade, and owners can see where their property stands.
Practice software and patient records, with the privacy they need. Bookings, recalls and clinical notes connected across the practice.
Drafting, review and search over a firm’s own documents. Precedents found in seconds, with answers that cite the clause they came from.
Two early products.
An engineering system that works from your specs and traces every requirement to the design, code and tests that satisfy it.
Register interest in NightbotOne place to see which security gaps matter to your business, and close them, with findings from Tenable, Prisma and CyberArk.
Register interest in AegisWe adapt to your methodology, or run agile, waterfall or a hybrid when fixed budgets meet changing scope.
Gather and scope requirements.
We started Qualitat to give businesses and entrepreneurs high-quality software and IT support, from engineers who care about their work.
A question, an idea or a project in mind. An engineer replies within one business day.
We work Sydney hours, Monday to Friday.