We thought scaling would fix this.
It made it worse.
When we were a smaller firm, the inefficiencies were obvious.
A manual report here.
A missed follow-up there.
You could see the problem, so you could fix it.
But as we grew, something changed.
We added better systems.
Stronger process.
More structure around everything we did.
On paper, it worked.
In practice, it got heavier.
More clients meant more coordination.
More tools meant more places to check.
More process meant more to maintain.
Nothing broke.
But nothing felt simple anymore, either.
The work didn’t get harder.
It just took longer to move through it.
That was the part we didn’t expect.
Scaling didn’t remove friction.
It multiplied it in smaller, harder-to-see ways.
Looking back, the opportunity wasn’t building more around the work.
It was reducing what the work had to move through.
If your firm has grown but your day feels more complex, not less, you’re not alone.
Where did scaling add weight instead of removing it? Our 2-minute efficiency survey may be able to help→ https://www.praktikantai.com/efficiency-survey/
No one wants to say it out loud.
The firm is growing. Clients are happy. You’ve invested in the right systems. Reporting is faster. Communication is tighter. In theory, everything is working exactly as it should.
So why does it still feel like… a lot?
We hear the same thing from advisors again and again.
Individually, these moments are small. Together, they define the day.
And over time, they start to change how the work feels.
As Jamie Stapf, Senior Partner at Ethos Financial Group, put it:
“My entire life is notebooks. I have notes upon notes because everything is a follow-up, and one dropped task could mean a missed wire or upset client.”
Jamie is one of the key people we spoke to when creating Praktikant. Because she’s living the problems we want to address every day.
“When Prak is working alongside me, I have a buddy keeping track of it all, surfacing what still needs to happen so I don’t have to carry it myself.”
We’re not here to replace your tech stack–we’re helping it work as one system so the right information shows up when you need it, without the search.
So, if your firm is doing everything right and the work still feels harder than it should be, let’s find out where the friction is hiding. Take our 2-minute Efficiency Survey.
It all started with a problem…
Bill Lane was running a firm. Growing fast, serving more clients, and doing everything he could to meet the moment.
“We launched with 20 clients and $1.4 billion,” says Lane, a financial advisor and co-founder of Ethos Financial Group. “Strong markets and demand for independent fiduciary advice pushed us to 35 clients and $5 billion–we added one intern.”
On paper, everything was working for them.
They increased reporting cadence.
They offered full balance-sheet transparency in near real time.
They leaned into the power of having a tech stack.
Then the pandemic hit.
“Meeting frequency doubled,” remembers Lane. “And it never really came back down.”
The stack grew with them. And so did the cost.
“About 20 percent of revenue was going just to run our systems.”
But the real issue was not cost. It was time.
“Most days, we were grinding from 4 a.m. to 11 a.m. just to make all the tools work for our clients.”
That’s when it clicked.
It was not a talent problem. It was not a discipline problem.
It was workflow friction hiding in plain sight.
Lane and his team built a system where doing great work required stitching together multiple systems.
They didn’t need more software–they needed a way to bring everything into context, automatically, before the work day even started.
Feel familiar? We built a way to measure the actual cost of workflow friction in your firm → https://www.praktikantai.com/efficiency-survey/ .
If your AI use isn’t standardized and documented, it’s difficult to defend.
By Bill Lane, Ethos Financial Group
AI is already inside many RIA workflows.
The question is whether you can clearly explain how.
For CCOs and IT leaders, that’s where the pressure is building. It’s no longer enough to say a tool improves efficiency or helps advisors move faster. Examiners want to understand what the tool does, how it’s used, and what controls are in place around it.
If that answer depends on a mix of vendor language, internal assumptions, and advisor interpretation, it’s not a strong position.
Because from a compliance standpoint, AI introduces a familiar challenge in a new form. If you can’t demonstrate consistency, oversight, and documentation, you’re exposed.
Right now, many firms are operating in a gray area. AI tools are being tested, adopted, and layered into workflows, but governance often lags behind. Policies are still evolving. Usage varies by advisor. Documentation is inconsistent.
That gap matters.
Without a clear framework, it becomes difficult to answer basic but critical questions:
And more importantly, can you show that process in a way that holds up under scrutiny?
This is where structure starts to matter as much as capability.
Tools like Praktikant are designed with that reality in mind. By working within existing systems, they help standardize how AI is applied across the firm while creating a clear record of inputs, outputs, and actions taken. Instead of relying on individual interpretation, firms can point to a consistent, auditable process.
For CCOs and IT leaders, that creates a more defensible position. Governance is easier to define. Oversight is easier to demonstrate. And conversations with examiners become grounded in process, not explanation.
Because the goal isn’t to avoid using AI. It’s to be able to stand behind how it’s used.
To assess where your firm stands, download the RIA Operational Efficiency Grader. It’s a quick way to identify gaps in governance, workflows, and oversight.
Without consistent documentation, even productive meetings create compliance exposure.
By Bill Lane, Ethos Financial Group
For the chief compliance officer, the risk isn’t what happens during a client meeting. It’s what happens after.
Notes sit in notebooks. Action items live in someone’s head. Follow-ups get delayed, misinterpreted, or missed entirely. When that happens, it’s not just an operational issue. It’s a compliance one.
Because in today’s environment, “we talked about it” doesn’t count.
If it’s not documented, tracked, and attributable, it doesn’t exist.
That creates a gap most firms feel but don’t always name. Client conversations happen in one place, documentation happens somewhere else, and oversight happens when there’s time. In between, details get lost, and risk builds quietly.
Many firms try to solve this by adding more systems. A CRM for notes. A task manager for follow-ups. A compliance layer on top. But more tools don’t close the gap. They just spread information across more places.
The real issue is simpler. Critical meeting intelligence isn’t being captured and turned into action in real time.
That’s where a different approach starts to matter.
Tools like Praktikant are designed to work within the flow of a meeting, capturing what’s said and turning it into structured notes, tracked tasks, and auditable records. Instead of relying on advisors to reconstruct conversations later, the system creates a consistent record of what was discussed, what decisions were made, and what needs to happen next.
For compliance officers, that shift changes the equation. Supervision becomes clearer. Manual entry is reduced. Follow-through is easier to track and verify.
Because the question isn’t whether your advisors are having the right conversations.
It’s whether your firm can prove and act on what comes out of them.
If you’re evaluating your firm’s post-meeting workflow, the RIA Operational Efficiency Graderis a quick way to spot gaps and potential risk.
Too much advisor work starts with catch-up. Here’s how progressive RIAs are using AI to front-load preparation and create leverage.
By Bill Lane, Ethos Financial Group
An inbox fills overnight. Follow-up from the day before still needs attention. Notes need reviewing, action items need tracking down, and documents sit in different systems waiting to be pulled together. Before the day’s “real work” begins, a surprising amount of time can be spent simply organizing the work itself.
That creates a challenge many firms quietly live with: highly skilled advisors spend prime hours piecing together context instead of using that time with clients.
The issue often is not a lack of information. It is that information lives in too many places.
Progressive firms are addressing this less by adding software and more by reducing the amount of manual organizing advisors do before the day really begins.
Rather than asking advisors to toggle between systems, Praktikant helps organize information already moving through the firm and turn it into action. It automates routine reporting, keeps communications and tasks organized, surfaces documents when advisors need them, and connects client files, policies, and prior activity so advisors begin the day with a fuller picture.
What does that mean for late nights in the office or Sunday evenings spent prepping for the week?
Less catch-up. More carry-forward.
In some ways, Prak is the support that keeps working after the day ends, carrying forward action items and surfacing what needs attention next, so there is less to reconstruct tomorrow.
That is not just efficiency.
That is leverage.
How much of your team’s day is spent organizing work instead of doing it?
Take the RIA Operational Efficiency Grader, a six-question diagnostic that benchmarks your firm’s AI readiness, supervision posture, and workflow automation maturity against peer RIAs in the $500M to $15B AUM range.
Every toggle is a tax on your advisor’s time. Here’s how progressive RIAs are eliminating workflow friction.
By Bill Lane, Ethos Financial Group
They’re moments so small we barely notice them.
We switch from the CRM to performance reporting.
We jump into email trying to find a note a client sent last week.
We open a planning tool to verify which action items were supposed to be completed.
We pop into SharePoint for an investment memo.
Sure, none of these actions takes long—a few seconds here, a minute or two there—but stacked across a day, across a team, across a firm?
They add up.
That’s the hidden tax. And for people who make a living measuring costs, it’s a surprising one to overlook.
Slower prep, longer turnaround, unanswered questions, inconsistent client experiences, these aren’t the fault of your team. It’s in the way your team is using their tools.
For years, firms responded to workflow bottlenecks by layering on more software to solve specific pain points. A CRM for client relationships. Planning software for turning goals into strategy. Performance platforms for reporting. Document management for storing institutional knowledge. Research and knowledge tools for finding answers without bouncing between systems.
Each solves a problem, but together they create friction.
Progressive firms know it’s not about adding another layer; it’s about streamlining software to make it feel like one system.
Praktikant uses the tools you already have in place and organizes them into action. Across systems like Addepar, Orion, SharePoint, and Redtail to help surface what matters in one place.
When advisors can work from one place, they spend less time hunting and more time advising. The context moves with them, prep is sharper, clients are happier, and the firm is stronger.
So, are you ready to stop wasting time?
Take the RIA Operational Efficiency Grader, a six-question diagnostic that benchmarks your firm’s AI readiness, supervision posture, and workflow automation maturity against peer RIAs in the $500M–$15B AUM range.
What happens before a client call matters more than ever. Here’s how RIAs are simplifying prep without sacrificing oversight.
By Bill Lane, Ethos Financial Group
It used to be simple: Open the CRM. Pull performance. Scan notes. Maybe check in with a teammate.
Now, things are more complicated. Asks are bigger. Expectations are higher.
And the 10 minutes before a client call? They carry more weight than most firms realize.
10:00 You open the client record.
8:30 You toggle between performance reports, meeting notes, emails, and a planning tool, trying to piece together the full picture.
6:00 A question comes up. Maybe it’s about tax exposure, concentration risk, or a recent transfer, but there isn’t time to fully chase down the answer.
4:00 You start drafting talking points, pulling from what you have in front of you.
2:00 You double-check names, numbers, and recent activity.
0:00 The call starts. You’re mostly ready—but not as ready as you’d like to be.
At most firms, this is still how preparation happens: fragmented, time-constrained, and heavily reliant on the advisor to connect the dots in real time.
That’s where things are starting to shift.
Instead of pulling from five different systems, advisors are beginning to ask a single question and get a synthesized answer—complete with relevant context, recent activity, and even suggested talking points.
Tools like Praktikant are built around that moment. Not as another system to manage, but as a way to bring everything an advisor needs into one place, grounded in the firm’s actual data.
It connects to platforms like Addepar, Orion, SharePoint, and Redtail CRM, pulling the right information for the right client without the back-and-forth. Instead of toggling between systems or manually filling in gaps, advisors can focus on preparing for the conversation itself.
It also changes what happens behind the scenes. The inputs, the context, and the outputs are captured automatically, creating a clear record of how information was gathered and used—without adding extra steps to the advisor’s workflow.
That matters. As preparation becomes faster and more dynamic, it becomes harder to see. And for firms, visibility is what turns a useful tool into something that can actually be supervised, reviewed, and trusted.
The way advisors prepare for client conversations is already evolving.
The firms that keep up won’t be the ones that slow down that process. They’ll be the ones that make it easier to do well—and easier to stand behind later.
Take the RIA Operational Efficiency Grader, a six-question snapshot of how your firm is handling AI readiness, supervision, and workflow automation compared to peer RIAs in the $500M–$15B AUM range.
Most RIAs don’t build a tech stack; they inherit one.
They’re gifted a CRM to manage relationships. A performance system to track portfolios. A planning tool helps map goals. Then come all the tools for document storage, compliance tools, reporting platforms.
Yes, each one solves a need. Yes, on paper it makes sense.
Day to day, it’s a different story.
No single tool is the problem. In fact, most of them work well on their own.
The issue is what happens between the toggles.
Preparing for a client meeting often means pulling data from multiple places. Notes live in one system. Performance data lives in another. Tasks are tracked somewhere else entirely.
Advisors end up piecing together context manually before they can even start the “real” work.
What we’ve found is that that time adds up quickly–and it creates risk.
When information is scattered, it is easier to miss something or rely on outdated data.
Our nights and mornings were spent just trying to get organized for the work day. That’s what led us to create Praktikant.
Praktikant is the harness for all those powerhouse tools. It brings information across systems together with context.
We get it. When firms feel friction, the instinct is to add another tool.
Something to fix the reporting. Something to manage tasks. Something to organize documents.
But every new system introduces:
Over time, the stack becomes harder to manage, not easier. Even small tasks require more steps than they should.
The result is not just inefficiency. It is fatigue. Advisors spend more time managing systems than serving clients.
“Isn’t Praktikant another tool?”
Nope. Here’s why.
Praktikant doesn’t add another “solution” to your stack. Instead, it works with existing tools to automate routine tasks, such as organizing files, taking notes, and tracking follow-ups. The goal is not to replace systems, but to reduce the work required to use them.
As workflows spread across systems, visibility decreases.
A meeting happens. Notes are taken. Tasks are assigned. Follow-ups are completed. But those actions are often recorded in different places, if at all.
For compliance teams, this creates a challenge. It is difficult to answer a simple question: what happened, and what do we do next?
That lack of clarity can become a real risk, especially as firms adopt new tools and processes.
By capturing activity and organizing it into a clear, searchable record, Praktikant helps firms maintain a more complete view of client interactions and follow-through. That makes it easier to demonstrate consistency and accountability when it matters.
Most RIAs don’t have a “bad” tech stack.
They have a stack that grew over time and now requires just as much work to manage as the business itself.
The opportunity isn’t to add more tools. It’s to make the ones you already use work better together.
Great data, fragmented execution. Here’s where firms lose time.
Addepar is one of the most powerful tools RIAs have for understanding client portfolios.
It gives firms a clear view of performance, allocation, and complex assets. For many advisors, it is the source of truth for portfolio data.
But knowing what’s happening in a portfolio is only part of the job. The rest of the work happens around it.
We all know that Addepar does an excellent job surfacing data.But, when it comes time to prepare for a client conversation, that data needs context to give us action items.
Why did performance shift? What was discussed in the last meeting? What follow-ups are still outstanding?
And, that information is usually living somewhere else:
Advisors are left connecting those dots manually.
We spent so much time scanning through notes to bring context to client calls. That’s why one of the first integrations we added when building Praktikant was Addepar. Finally, instead of looking at performance in isolation, we can see it alongside recent conversations, notes, and next steps, all in one place.
Addepar is often central to reporting. But generating a report is not the same as completing the workflow around it.
There is still work to be done, preparing talking points, summarizing key changes, documenting the conversation afterward, and tracking follow-ups.
These steps are rarely automated. They rely on advisors or support staff to transfer information between systems.
That is where time starts to slip away slowly–especially when you’re stuck on calls with barely five minutes between.
Praktikant captures outputs automatically. Notes, summaries, and action items are generated and organized without requiring us to re-enter the same information across each system we use.
One of the biggest challenges firms face is turning data into consistent action.
A portfolio update might require outreach. A change in allocation might trigger a conversation. A completed meeting should lead to documented next steps.
Without a clear system for managing that flow, important actions can be delayed or missed.
By Addepar and Praktikant, we have insight that leads to follow-through. Our tasks are tracked, our communication is captured, and nothing gets lost between systems
With Praktikant, we don’t replace what’s already working. We aim to make it better.
