Why Your Product Team Deserves Lumea

Exadel AI Team Business November 25, 2025 12 min read

Get to the signal faster and turn scattered input into a clear roadmap for faster delivery.

Why You Can’t See the Whole Picture

It’s hard making sense of scattered signals

Product work rarely starts with a clean, structured brief. It’s far more likely to be a blur of unstructured signals.

Every day, Product Owners and Business Analysts get hit with a barrage of questionable inputs: Feature requests with no backstory. Support tickets that describe symptoms, not problems. Feedback buried in Slack threads and vague emails. Product and customer behavior signals that are sketchy at best—if tracked at all.

Before you can even hope to come up with a roadmap, someone needs to make sense of all this. It comes down to detective work, really. And the more mature and complex your product is, the harder it gets to spot the patterns and piece together the missing context.

And here’s where danger lurks.

Counting the cost of lost context

Even a small gap in understanding at the requirements stage can trigger a chain reaction of bugs, rework, delayed releases, and frustrated customers. It only takes a single wrong assumption to derail weeks of work.

Besides, requirements don’t stay fixed. They keep on evolving with every release, integration, and stakeholder conversation. In smaller products, a PO can keep most of this context in their head. But at scale—when dozens of POs work on interconnected modules, context gets flaky fast.

Then there’s the onboarding challenge. When a new PO joins a product that’s been in development for years, they inherit the history along with the features. It’s a migraine-inducing cocktail of undocumented logic, missing context, and design decisions that no one really remembers anymore.

And yet, it doesn’t take a full overhaul to change the narrative. Even small improvements in how Product Owners and BAs manage requirements can unlock huge gains across engineering and support by slashing delays and rework.

When history slows you down

Modernizing legacy systems only makes the problem worse.
Often, the only person who truly understands how the system works is counting the days to retirement – or already stretched too thin to spend hours transferring knowledge. Let’s just say that documentation is patchy at best. The source code is the last remaining source of truth, but it isn’t always easy to read when written in Visual Basic or COBOL.

This is the hidden tax of product complexity. Every hour spent reconstructing knowledge is an hour not spent moving the product forward.

Finally, Everything in One Place

Lumea fills the void other tools can’t

We might hate to admit it, but engineers have a clear advantage. Their copilots — tools like Cursor and GitHub Copilot — are embedded directly in their workflows. That means one fluid workspace to search, analyze, and generate code.

Product Owners and Business Analysts don’t have that luxury. There’s no embedded copilot for their world. To them, context-gathering still means bouncing between tools, and patching the story together manually.

This introduces a level of complexity that most platforms weren’t built to handle. Luckily, Lumea is built for exactly that purpose. It gives teams the one thing they’ve been missing: a single place to access product knowledge with context that’s easy to understand and pass on.

And by ‘product knowledge’, we mean all of it: source code, architectural diagrams, solution documentation, BRDs, specs, stories, project plans, roadmaps, support tickets, bug reports, logs, configuration files, user guides, installation and config guides — even Slack and MS Teams conversations.

There’s no need for product teams to scratch around in the dark. Lumea connects directly to the product’s ecosystem to pull from ticketing systems, documentation wikis, cloud drives, and even source code. Then it delivers clear, context-rich answers—right when you need them.

Built for the work you actually do

Most tools help you find documents. Lumea helps you understand them.

Lumea integrates directly with ticketing systems like Jira, Azure DevOps, and Trello; wikis like Confluence and SharePoint; document repositories like Google Drive – even source code repositories.

Now POs and BAs can work with a single, consistent view of what matters. That’s right: one search in one workspace — and no more stitching fragments together by hand.

How Lumea Works — and Why That Matters

Smarter search built on your real data

Lumea uses retrieval-augmented generation (RAG) to work with real-world product knowledge scattered across tickets, wikis, documents, and source code. The information isn’t messy — it’s just unstructured. That’s the nature of product work. But until now, it’s been difficult to search, interpret, and act on it at scale.

Luma changes that. First, it ingests data from ticketing systems, wikis, document repositories, and source code. Then it enriches it so search results are more precise and context-aware.

This goes way beyond finding a keyword. It pulls the right information from the right place – even when it’s buried inside legacy systems or partial documentation.

It’s designed for real-world code

Legacy systems don’t make things easy. Variables have cryptic names. Functions don’t explain themselves. Patterns like a + b = c are everywhere.

That’s the kind of ambiguity generic tools choke on. Lumea is built to handle it. It connects technical logic with product language — so when a PO asks, “How are invoice totals calculated?” they get a meaningful answer, not a deluge of irrelevant code.

Here’s how it works: Lumea automatically enriches the data with meaningful comments before it’s vectorized. Originally, the SQL example shown below contained only raw code full of cryptic field names which made it hard to interpret. Lumea added human-readable annotations that clearly explained what each part of the code did.

When this enriched version is vectorized, it’s much easier to retrieve with a natural language query. That’s one of the many behind-the-scenes optimizations that make Lumea so effective. So, when you type a question like the one above, you get a result like the SQL example shown below.

Structure where it matters most

Lumea does more than return answers. It also respects your existing templates for Epics, User Stories, BRDs, or Specs — auto-filling much of the structure while leaving room for refinement.

That may not sound like much. But at scale, it changes everything.

Let’s imagine that you’re running a product org with dozens of POs. You’ve defined company-wide standards — from user story templates and acceptance criteria to the definition of ‘done.’ But not everyone sticks to the playbook. Some POs are under huge pressure to move fast. Others are revising the same story for the umpteenth time and start cutting corners.

That’s when inconsistencies slip in and critical details get skipped. And engineers end up wasting valuable time clarifying or reworking stories that were never structured correctly to start with.

Lumea removes that burden. It automatically applies corporate standards – or industry best practices – so every story starts off in the right format, with the right fields, and the right context already in place. Because there’s less back-and-forth with engineering, fewer misunderstandings slip in —and delivery is much faster.

Proof in Action

A 20-year-old ERP shows up a familiar problem

One of our customers maintains and sells an ERP system they built more than 20 years ago. None of today’s product owners were even around when it was first developed. Much of the system’s logic lives in the source code – and the few people who originally understood it are no longer involved in the day-to-day activities.

Before Lumea, the PO team had to rely on engineers to explain how key parts of the system worked. Every analysis meant pulling people away from their own priorities, creating a knock-on effect of delays and bottlenecks.

When POs can unblock themselves

With Lumea, that dynamic changed. By searching across source code, documentation, and tickets in one place, POs got the context they needed – without escalating every question to engineering.

They also saw a shift in how requirements were produced. Lumea was configured to follow the company’s own Epic and User Story templates, filling in large parts automatically. And as the requirements became more consistent, the PO team could move faster.

Internal project surveys told the same story — this time from the engineers themselves. In projects where POs used Lumea, engineers reported a clear improvement in requirement quality. As a result, they spent less time on refinements, encountered fewer bugs and saw less rework. The average feature was making it to market way faster and with higher quality than before.

There’s nothing abstract about this. These are concrete results that showed up in the day-to-day delivery.

The Future of Product Management Isn’t More Tools

It’s about clarity, not clutter

Another platform is not going to move the needle here. What teams need is a way to work with the knowledge they already have — faster and more confidently.

Lumea closes the gap that existing tools leave open. It gives Product Owners and Business Analysts a single place to search across documentation, tickets, and code, so they can act without hesitation.

From signal to delivery

This isn’t a story about replacing people. Nor is it about rewriting processes. It’s about making the signal easier to find, and drawing the roadmap faster. The results are tangible: better requirements with less refinement overhead, and fewer downstream issues.

When product teams work from a shared, accurate view of reality, strategy improves and delivery speeds up.

Now you have one place to find the right answers and clear the bottlenecks that slow your teams down. For product management, Lumea changes everything.

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