Building retrieval systems that help SaaS teams stay aligned when the data — and communication — get messy.
Most AI initiatives focus on automation.
Mine focus on context — making sure the right people and systems have the right information when it matters.
When fast-growing SaaS teams start to scale, alignment quietly drifts.
What used to be a quick Slack reply becomes a ticket thread.
What used to be clear ownership turns into delayed handoffs and guesswork.
I design retrieval systems that help surface these patterns — connecting communication, tickets, and project data to make bottlenecks visible before they slow you down.
Ask yourself:
- Are you seeing delivery slowdowns but can’t pinpoint why?
- Are handoffs taking longer — or ownership feeling fuzzy?
- Would you know if alignment across teams started to decay?
Curious how modern AI tools can help you spot — and solve — these issues faster?
Let’s connect.
About me
I'm Rijul, an AI consultant and software engineer focused on helping teams detect the early signals that something’s going wrong — before it shows up in performance metrics or missed deadlines.
My background is in regulated industries like Finance and Transportation, where trust, traceability, and precision aren’t optional — they’re built into the system. That experience shaped how I think about AI and data infrastructure: reliable answers come from reliable context.
I’ve seen what happens when communication breaks down between systems — and between people.
It’s costly, avoidable, and often invisible until it’s too late.
Now, I use those lessons to design retrieval systems that make internal signals clearer, faster, and more actionable for SaaS teams — so they can move quickly without losing alignment.
Why work with me
Here’s what sets me apart — and how I can help your team move faster with confidence:
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Deep Technical + Industry Experience
With experience building systems in complex, regulated environments, I focus on reliability, auditability, and clarity — not hype. My approach combines practical engineering with systems thinking so you can trust what’s delivered.
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Rapid Proof of Concept Delivery
I design and deliver pilot projects in 2–4 weeks, giving your team something tangible to test, iterate, and scale. The goal: quick learning, not endless planning.
What others have said about my work
While most of my current engagements are private or under NDA, here’s what peers and collaborators have shared about working with me and my approach:
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Colleague, AI Research Group
“Rijul brings a rare mix of technical depth and systems-level clarity. He’s the person who can translate messy ideas into reliable infrastructure.”
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Product Lead, Insurtech SaaS Startup
“Rijul is able to find the signal in chaos — whether it’s unstructured data or cross-team alignment problems. Working with him helped us see where our process was breaking down.”
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Founder, Fintech SaaS
“He has one of the clearest ways of explaining how AI actually fits into business systems. Not buzzwords — just practical insight.”
Ready to explore ideas together?
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Let’s have a virtual coffee
Want to see if we’d make a good fit? Let’s have a 30-minute chat about your current challenges, what you’re exploring with AI, and where I can add the most value.