The future belongs not to organisations with the most AI, but to those that best combine human judgment with machine intelligence.
Vijnova Labs builds evidence-based AI software for knowledge work. We study how professionals actually make decisions, then design tools that support that process - starting with career counselling.
The Problem
AI adoption is broken.
Artificial intelligence has become widely accessible, yet meaningful adoption remains difficult. Many organisations invest in multiple AI tools expecting dramatic improvements, only to end up with fragmented workflows, duplicated effort, and inconsistent outputs.
The issue is rarely the quality of the underlying AI models. It's that most tools are designed around what the technology can do, not around how the work actually gets done.
Knowledge workers don't need another generic AI assistant. They need tools that understand how they make decisions, collaborate with colleagues, and serve their clients.
Generic AI Assistants
The Vijnova Approach
Our Product
Meet Margastra
An integrated platform that helps career counsellors deliver more structured, evidence-based, and personalised guidance - while keeping professional judgment at the centre of every decision.
Visualizer: Psychometric Assessment
How We Build
Understand the work before automating it.
Instead of asking "where can AI be added?", we start by studying how the work already happens: where professionals spend their time, where bottlenecks form, and where their judgment is doing something a model can't replicate.
Workflow Research
Interview professionals and observe how information moves through their daily work.
Cognitive Mapping
Identify the decisions they make, the information they need, and the repetitive tasks consuming their attention.
AI Opportunity Analysis
Evaluate where AI can reduce effort without compromising judgment or accountability.
Platform Design
Build an integrated workflow, not an isolated tool.
Human Validation
Professionals review, refine, and approve every AI-assisted output.
Continuous Learning
Every deployment feeds back into the product through user feedback and new research.
Technology
An ensemble of intelligence.
Our platforms combine several AI technologies, each solving a specific problem within a professional's workflow, rather than relying on a single model to do everything.
Natural Language Processing
Interview transcription and structured insight extraction.
Large Language Models
Drafting reports and summarising complex information.
Knowledge Graphs
Organising occupational intelligence and skill relationships.
Rule-Based Systems
Transparent, explainable matching without black-box logic.
Human-in-the-Loop
Professional oversight at every critical step of the workflow.
Why Vijnova
Built differently.
Workflow-First, Not Model-First
We design around how professionals actually work, not around what a model can technically do. Meaningful productivity gains come from removing unnecessary effort, not from adding another assistant.
Evidence-Based Design
Our products draw on established research in psychology and organisational behaviour, not intuition.
Industry-Specific, Not Generic
Every profession has different requirements. We build for specific workflows rather than a one-size-fits-all assistant.
Modular by Design
New capabilities can be added as an organisation's needs change, without rebuilding the platform.
Research
Evidence over intuition.
As Vijnova grows, we intend to publish white papers, technical reports, and practical insights from our product development.
Read My DissertationOur work draws on multiple disciplines:
Why We Started
Many professionals still struggle to find AI tools that genuinely improve how they work - they're often asked to adapt their workflow to the technology, rather than the other way around. We started Vijnova Labs to build software the other way: understand how professionals think and decide, then design AI that fits into that process.
Our Mission
To turn advances in AI into evidence-based, domain-specific software that helps knowledge workers make better decisions and work more effectively - without replacing the judgment, accountability, and empathy only they can provide.
Our Values
Evidence Before Assumption
Every product should be informed by research and measurable outcomes, not intuition alone.
Human Agency Before Automation
Technology should expand what professionals can do, not diminish their responsibility or judgment.
Systems Thinking
We design for the workflow an individual task sits inside, not the task in isolation.
Trust Through Transparency
Professionals should understand how a recommendation was generated and retain real oversight over important decisions.
Looking Ahead
Margastra is our first product, focused on career counselling. As we learn more about how professionals in other fields work, we plan to bring the same approach to other knowledge-intensive professions.
Data & Privacy
Security by design.
Margastra handles psychometric assessment results and interview transcripts - sensitive personal data. We treat this data with the highest level of security and respect.
End-to-End Encryption
Data is encrypted at rest and in transit.
Isolated Environments
Your data is never mixed with public training data.
Strict Access Controls
Only authorized professionals can view sensitive insights.
"Technology alone has never transformed organisations. Better ways of working have."
The organisations that thrive won't simply deploy the most AI. They'll learn to integrate human judgment and machine intelligence into workflows that are more adaptive, more trustworthy, and more effective than either could achieve alone.
That's the future Vijnova Labs is building.
Partner With Us
If you're a knowledge worker, organisation, or researcher interested in improving professional workflows through evidence-based AI, we'd like to hear from you.
Interested in research collaborations, pilot programmes, or institutional partnerships? Get in touch.