An Inc. 5000 strategic advising partner for human services organizations, specializing in Salesforce & AI implementations, turned its most manual, error-prone delivery phase into a standardized, traceable process — and helped shape the product along the way.
75%
of the initial requirements legwork now handled by Glossa
concurrent projects per business analyst, standardized
2 mos
from paid pilot to the entire delivery organization
At a glance
COMPANY
Provisio
HEADQUARTERS
Chicago, IL
FOCUS
RECOGNITION
4x consecutive Inc. 5000 honoree & Salesforce Summit Partner
TEAM USING GLOSSA
Entire business analyst, project management, and solution architecture teams
STARTED
Paid pilot, March 2026; expanded to the full team within two months
THE COMPANY
Precision work for complex, mission-driven organizations
Provisio is a Chicago-based strategic advising partner for human services organizations, specializing in Salesforce & AI solutions for workforce development, housing, program and case management, and fundraising. The mission-driven organizations they partner with are often large, complex nonprofits: multiple tiers of executives, program managers, and end-user stakeholders, frequently implementing several programs at once.
That complexity is exactly what makes requirements hard. As one Provisio consultant put it during an early conversation:
“I get information from everywhere — emails, SharePoint, Monday.com — from all different stakeholders, all different voices. You hear what seems like the same thing in a completely different voice, and you end up thinking you're talking the same language, but you're not.”
Michelle Romero
Solution Architect, Provisio
THE CHALLENGE
The gap between what was said and what gets built
Before Glossa, Provisio's requirements process looked like most of the industry's: a manual synthesis of notes, transcripts, and documents scattered across email, Drive, Slack, and project tools — performed differently by every business analyst. Three problems kept compounding:
1
The sales-to-delivery gap. Scope discussed in sales conversations didn't always match the written scope, and discovery surfaced new client needs on top of both. By the time user stories were written, gaps had already crept in — stories that were too broad, or that missed things entirely.
2
Generic AI made it worse, not better. The team had genuinely tried. NotebookLM, Gemini, general-purpose chatbots — used for cross-referencing, drafting, duplicate-flagging. The results didn't hold up.
3
Inconsistency across the team. Every BA wrote requirements and user stories a little differently. Leadership had identified consistency as a priority, but without a shared tool, standardization meant asking busy consultants to become prompt engineers — which nobody wanted.
“The most our team was able to leverage those tools for was a rough first draft that I'd have to refine myself. I almost felt like I was doing double the work, because I'd start second-guessing everything — they hallucinate quite a bit.”
Austin Henson
Business Analyst, Provisio
WHY GLOSSA
Not AI-generated requirements — trustworthy ones
Provisio found Glossa through a 15-minute demo video. Austin Henson made it four minutes in before emailing his delivery director:
"I want to get my hands on this right now."
Austin Henson
Business Analyst, Provisio
What stood out wasn't AI-generated requirements — the team had seen plenty of AI drafts. It was three things generic tools couldn't do:
Source traceability. Every requirement links back to the exact moment in the exact conversation it came from. When a client says “that's not what we asked for,” the receipt is one click away.
Contradiction and duplicate detection. When the grants team and the principal giving team describe the same functionality differently — which happens on real projects — Glossa flags it before it becomes rework.
Consistency without prompting. The same quality of output for every BA, on every project, with no prompt libraries to maintain.
“The way I described it to the other BAs: this is NotebookLM on super steroids. It makes Notebook look like a baby.”
Austin Henson
Business Analyst, Provisio
THE ROLLOUT
From a deliberate pilot to standard practice in two months
Provisio started deliberately — a small paid pilot in March 2026, licensed to a handful of BAs on live delivery projects, evaluated on three criteria the leadership team set up front: efficiency, consistency, and traceability. The evaluation was driven by Samantha Stoterau, VP of Client Success, who proposed the pilot and defined what a successful outcome would need to look like before any license was purchased.
“We've seen plenty of tools that promise to save time and just move the work somewhere else. Our whole delivery model depends on getting requirements right the first time — that's where margin and client trust are made or lost. So we didn't evaluate Glossa on whether it could generate requirements; everything can do that now. We evaluated it on whether it could make that phase faster without making it sloppier. It could — and that's why we moved from a pilot to standardizing it across the team.”
Samantha Stoterau
Vice President of Client Success, Provisio
The pilot didn't stay small for long. Within two months, Provisio expanded Glossa from a handful of pilot BAs to its entire delivery organization — business analysts, project managers, and solution architects. By June, Samantha was writing Glossa into Provisio's standard operating procedures — formalizing how user stories, acceptance criteria, and client portal publishing work across every project.
“Having a tool where we don't have to teach and coach and hope for the same output despite different inputs every time — that's the value.”
Samantha Stoterau
Vice President of Client Success, Provisio
HOW PROVISIO USES GLOSSA TODAY
Requirements, from raw conversation to client approval
Requirements from real conversations. Discovery calls, emails, and documents flow into Glossa through its Google Workspace integrations. Requirements are generated automatically, each tied to its source — so when questions come up months later, the team can trace any requirement to the conversation it came from.
User stories and acceptance criteria, standardized. Provisio's SOP centers on traditional-format user stories (“As a… I want to… so that I can…”) with checklist criteria for developers — generated for every requirement, in the same format, regardless of which BA runs the project.
Client review through the portal. Instead of emailing spreadsheet copies and manually merging comment threads, Provisio publishes user stories to Glossa's client portal, where clients review, comment, and approve directly — with IDs for easy referencing in review meetings.
Change tracking through review cycles. As user stories move through client review and revision, the team uses Glossa's change history to see exactly what shifted between rounds — so review meetings focus on what's new or contested rather than re-reading everything from scratch.
Conflict detection on complex projects. On multi-program implementations where different teams share functionality but describe needs differently, Glossa's contradiction flagging surfaces misalignments early — while they're still conversations, not change orders.
THE RESULTS
A change in what the job is
The headline number came from Austin during a June check-in:
"It's handling about 75% of the stuff — it's doing a lot of the initial legwork, which is often the bulkiest part of it all.”
- Austin Henson, Business Analyst
For a BA running five to seven projects simultaneously, that's not an incremental improvement; it's a change in what the job is. The role shifts from producing first drafts to directing, refining, and validating — which Austin is candid about:
“There's a mindset shift that has to happen. BAs are used to having 100% control and direction. With this, we're relinquishing 75% of that to the tool — and directing it where we need it. That applies to any AI tool worth using: you have to tell it what you need."
Austin Henson
Business Analyst, Provisio
Beyond the time savings:
✓
Consistency across the team — the gap between how different BAs write requirements, identified by leadership as a pilot success criterion, has closed.
✓
Client reviews are structured, not scattered — approvals and comments live in one place with full history
✓
Institutional adoption — Glossa is now part of Provisio's documented delivery process, not one power user's workflow.
✓
Requirements evolution, visible over time — beyond tracing where a requirement came from, the team can see how each one has changed across discovery, review, and build. When a client asks months later why a requirement looks different than it did at kickoff, the history is right there — not reconstructed from email and memory.
“On a long implementation, requirements are living things — they shift as clients figure out what they actually need. Being able to see that evolution visually, instead of digging back through old emails to prove what changed and when, has been huge for us. It keeps scope conversations grounded in fact and it keeps clients trusting the process.”
Samantha Stoterau
Vice President of Client Success, Provisio
A PARTNERSHIP, NOT JUST A PURCHASE
Feedback that becomes product
One thread runs through Provisio's whole Glossa story: their feedback has directly shaped the product. Acceptance criteria standardization, requirement ID search, portal improvements, comment indicators, notification management — features Provisio's team requested in working sessions were designed with them and shipped within weeks.
“In requirements gathering, precision matters. Glossa understood that, and when our process surfaced needs the tool didn't yet meet, they listened and adapted — fast. It's rare to find a vendor that treats your feedback as a product priority. That responsiveness has made a real difference in how our team works.”
Samantha Stoterau
Vice President of Client Success, Provisio
That collaboration works both ways: Provisio gets a tool shaped around how they actually deliver, and their input improves Glossa for every services team using it.
See what your delivery team could hand off
Glossa turns the conversations, documents, and discovery calls your team already runs into traceable, consistent, client-ready requirements.
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