---
title: "Truefit Product Stories: Software and AI Case Studies"
description: "Truefit case studies: how organizations in energy, manufacturing, finance, robotics and beyond build and modernize software and AI products."
image: https://truefit.io/hubfs/WORK-feature-scalable-software-case-studies.webp
---

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- Idea Launch™ is a proven process for discovering and building successful products. [Let's Talk Software](https://truefit.io/contact)  ©Truefit. All rights reserved

[Let's Talk Software](https://truefit.io/contact?hsLang=en)

# Ideas built. Products launched. Industries moved.

Every engagement in this portfolio was built to solve a real business problem and put into production. Custom software products, AI-powered platforms, and mission-critical systems — delivered through our Idea Launch™ framework for clients across healthcare, finance, manufacturing, legal, consumer, and beyond. Every one of them: created, deployed, adopted, and generating measurable impact.

![A professional hero image featuring a collaborative team using mobile, tablet, and desktop technology. The central figure displays a digital interface on a tablet, emphasizing data-driven solutions and modern workplace connectivity.](https://truefit.io/hubfs/Work_hero_1.webp "A professional hero image featuring a collaborative team using mobile, tablet, and desktop technology. The central figure displays a digital interface on a tablet, emphasizing data-driven solutions and modern workplace connectivity.")

Industry

Health & Fitness Energy & Infrastructure Robotics, Autonomy & Intelligent Systems Finance, Legal & Insurance Manufacturing & Industrial Logistics, Supply Chain & Transportation B2B SaaS Platforms Consumer/IoT

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AI Enabled Only

Energy & Infrastructure

![Mitsubishi Electric logo.](https://truefit.io/hubfs/Mitsubishi-Electric-2-Mosaic.png)

AI-Enabled

## MEPPI brings Power-I substation monitoring to market with Truefit

**Problem:** MEPPI saw a way to help utilities monitor substations remotely with computer vision, robotics and thermal imaging. Turning Power-I from concept into a commercial product, and a new software revenue line, needed a clear path.

**Truefit:**

- Validated the concept through early discovery on user needs, technical feasibility and sensor integrations
- Defined the product architecture and roadmap from emerging concept to market-ready platform
- Built camera controls, scheduling, configurable alerts and dashboards with searchable images

**Result**: Power-I is now a commercially available product, giving utilities real-time asset intelligence and reduced O&M costs without adding headcount.

![Field worker in hard hat beside a robotic camera sensor, with the Power-I substation monitoring dashboard shown on screen](https://truefit.io/hs-fs/hubfs/meppi-power-i-substation-monitoring-worker.webp?width=580&height=622&name=meppi-power-i-substation-monitoring-worker.webp)

[SEE STORY](https://truefit.io/meppi?hsLang=en)

Energy & Infrastructure

![Logo\_PearlStreet-Cropped](https://truefit.io/hubfs/Logo_PearlStreet-Cropped.png)

## Pearl Street accelerates its interconnection roadmap with Truefit

**Problem:** Pearl's software helps utilities and renewable energy developers move projects through crowded grid interconnection queues. Pearl Street’s roadmap demands a fast pace, and each release has to make complex studies faster and easier for engineers to run.

**Truefit:**

- Works inside Pearl Street's team and core software stack to add momentum to roadmap priorities
- Uses [Idea Launch™](https://truefit.io/solutions?hsLang=en) to clarify user needs and deliver validated features in short cycles
- Lets engineers explore interconnection scenarios in the app without uploading spreadsheets
- Automates how scenario results are packaged for executive presentations

**Result**: Pearl Street is delivering its roadmap with added momentum, and transmission engineers at every level run and share studies with less manual work.

![Wind turbines generating renewable power, representing Pearl Street's energy grid interconnection software platform built with Truefit.](https://truefit.io/hs-fs/hubfs/pearl-street-wind-turbine-grid-interconnection.webp?width=580&height=622&name=pearl-street-wind-turbine-grid-interconnection.webp)

[Struggling to accelerate your roadmap? Let's talk.](https://truefit.io/contact?hsLang=en)

B2B SaaS Platforms

![Branchwork logo](https://truefit.io/hubfs/logo-branchwork-mosaic.webp)

AI-Enabled

![Business consultant in a suit reviewing AI-generated analysis on a laptop.](https://truefit.io/hs-fs/hubfs/ai-advisory-platform-consultant-laptop.webp?width=580&height=254&name=ai-advisory-platform-consultant-laptop.webp)

## Branchwork builds AI for high-stakes executive advisory decisions with Truefit

**Problem:** Branchwork™ has spent 30 years refining its business consulting method, and a working prototype showed it could become a product. Commercial use means rebuilding it to protect that proprietary IP and meet the security standards clients expect.

**Truefit:**

- Designed a guided interface that leads consultants step by step to decisions they can stand behind
- Engineers a layered AI engine built on Branchwork's proprietary expertise
- Protects IP with a zero-data-retention design, so nothing is logged or used to train AI models
- Automates deep research across multiple dimensions, compressing weeks of analysis into hours

**Result**: Branchwork's consultants can apply 30 years of expert judgment in hours instead of weeks, with proprietary IP kept private.

[Have expertise worth scaling? Let's talk.](https://truefit.io/contact?hsLang=en)

Energy & Infrastructure

![Customer entering credit card details on a smartphone to pay a utility bill](https://truefit.io/hs-fs/hubfs/duquesne-light-mobile-app-bill-payment.webp?width=580&height=254&name=duquesne-light-mobile-app-bill-payment.webp)

## A metropolitan power utility’s mobile app gets a modern engine built for what's next

**Problem:** The utility’s primary customer mobile app ran on a legacy framework that had reached end of life — with hundreds of thousands of customers depending on it.

**Truefit:**

- Migrated the app from a legacy Xamarin framework to a scalable React Native architecture
- Redesigned the bill payment workflow with smart defaults that simplify user choice, making payment faster and more intuitive
- Ran usability testing that prioritized customer feedback to keep the design customer-centric
- Achieved accessibility compliance by implementing an intuitive, user-centered design with full light and dark mode support

**Result**: A faster, more intuitive, and accessible mobile experience that simplifies billing and payment for customers.

[Ready to upgrade your platform? Let's talk.](https://truefit.io/contact?hsLang=en)

Manufacturing & Industrial

![W.C. Bradley logo on behalf of Oklahoma Joe's, Char-Broil, and Current Backyard](https://truefit.io/hubfs/WCBradley_logo_Mosaic.png)

## W.C. Bradley earns global recognition for connected grilling with Truefit

**Problem:** W.C. Bradley's move into connected grilling had to establish it as a category leader in a crowded market. The global launch spanned three brands, including a new one: Current Backyard.

**Truefit:**

- Connected grills and temperature probes over Bluetooth and Wi-Fi with control from iOS, Android, Apple Watch and Alexa
- Designed and built one cross-platform app behind all three brand experiences – Char-Broil, Oklahoma Joe’s and Current.
- Added guided recipes, step-by-step instructions and alerts that take the guesswork out of grilling
- Localized the app in seven languages and built it to ADA Level AA for a global audience

**Result**: W.C. Bradley launched all three brands on time in 2024, earning [CES Innovation Awards Honoree](https://www.ces.tech/ces-innovation-awards/2024/current-model-g-electric-grill-griddle/) status and a [Red Dot design award](https://www.red-dot.org/project/current-model-g-dual-zone-electric-grill-68118) in a crowded category.

![Grilling apps for Current, Char-Broil, and Oklahoma Joe's across phone, watch, and Alexa devices — Current Backyard grill, a 2024 CES Innovation Awards Honoree](https://truefit.io/hs-fs/hubfs/wc-bradley-connected-grilling-multi-brand-launch-1.webp?width=580&height=622&name=wc-bradley-connected-grilling-multi-brand-launch-1.webp)

[SEE STORY](https://truefit.io/char-broil?hsLang=en)

Manufacturing & Industrial 

AI-Enabled

![Technician closely inspecting robotic equipment, viewed through a frame of cables and machine components](https://truefit.io/hs-fs/hubfs/ai-manufacturing-workforce-training-technician.webp?width=580&height=254&name=ai-manufacturing-workforce-training-technician.webp)

## A national manufacturing consortium applies AI to automate workforce training data with Truefit

**Problem:** A leading manufacturing workforce consortium, tracks training programs across the country. Collecting and managing that data manually was time intensive, and the people relying on it needed timely information they could trust.

**Truefit:**

- Applied a dual-layer AI scoring model that rates confidence in each program match
- Built a human-in-the-loop review step so experts approve changes before they go live
- Used LLMs to normalize unstructured data and map programs to industry competencies
- Automated nationwide discovery and classification of training providers

**Result**: Our client is able to keep nationwide training provider data current and trusted, giving it a reliable foundation for manufacturing workforce decisions.

[Looking to automate key functionality for growth? Let’s talk.](https://truefit.io/contact?hsLang=en)

Finance, Legal & Insurance

![Confluence Logo 1](https://truefit.io/hubfs/Confluence%20Logo%201.png)

AI-Enabled

![Woman in office showing financial software on a desktop computer.](https://truefit.io/hs-fs/hubfs/confluence-rex-investment-management-sec-compliance.webp?width=580&height=254&name=confluence-rex-investment-management-sec-compliance.webp)

## Confluence meets new SEC reporting demands with Truefit

**Problem:** New SEC Tailored Shareholder Report rules mean asset managers must reconcile financial documents more often and the work is manual and slow. Confluence saw a chance to grow its market share by automating reconciliation with its proprietary AI.

**Truefit:**

- Interviewed fund and asset management users to design around how they review and reconcile reports today
- Integrated Confluence's proprietary AI tools to flag inconsistencies across many document types
- Built a multi-tenant web app, ready to onboard many asset management clients
- Shipped weekly releases and ran usability testing to prepare for launch

**Result**: Confluence Rex helps fund administrators and asset managers reconcile shareholder reports faster and at lower cost as SEC reporting demands grow.

[SEE STORY](https://truefit.io/confluence-rex?hsLang=en)

Finance, Legal & Insurance

![Confluence Logo 1](https://truefit.io/hubfs/Confluence%20Logo%201.png)

## Confluence helps clients produce SEC reports at scale with Truefit

**Problem:** When the SEC introduced Tailored Shareholder Reports, Confluence saw a chance to capture early market share. Its large client base of fund managers would need to produce hundreds or thousands of share class reports on a fixed regulatory deadline.

**Truefit:**

- Interviewed users and Confluence's support team to define what fund managers needed from the product
- Built SSRPub, a multi-user template builder where one design powers many share class reports
- Integrated Confluence data and automated accessibility checks for ADA-compliant HTML and PDF output
- Moved from weekly builds to a private beta, then to monthly releases

**Result**: Confluence brought a new SEC reporting product to its client base, giving fund managers reusable, ADA-compliant templates for high-volume reporting.

![Two financial colleagues working on a shareholder report.](https://truefit.io/hs-fs/hubfs/confluence-ssrpub-shareholder-report-builder-big.webp?width=580&height=622&name=confluence-ssrpub-shareholder-report-builder-big.webp)

[SEE STORY](https://truefit.io/confluence?hsLang=en)

Robotics, Autonomy & Intelligent Systems

![HEBI Robotics logo.](https://truefit.io/hubfs/HEBI-Robotics-2-Mosaic.png)

![Young robotics engineer standing near a 3D robot configuration application.](https://truefit.io/hs-fs/hubfs/hebi-robotics-3d-robotic-configurator-industrial-small.webp?width=580&height=254&name=hebi-robotics-3d-robotic-configurator-industrial-small.webp)

## Truefit is helping HEBI Robotics simplify custom orders

**Problem:** HEBI sells advanced modular robotic components to researchers who design their own robots. The challenge now is letting buyers build and test a design before they order, while turning every configuration into an accurate quote and market insight.

**Truefit:**

- Proved out browser-based assembly of 3D catalog components
- Applied kinematics to simulate arm behavior and payload capacity at every extension
- Automated bill-of-materials generation for faster, more accurate quoting

**Result**: Researchers can now design and test a HEBI robot in their browser before ordering, with confidence the arm can handle their payload.

[SEE STORY](https://truefit.io/hebi-robotics?hsLang=en)

Finance, Legal & Insurance

![DorothyAI\_logo](https://truefit.io/hubfs/DorothyAI_logo.webp)

AI-Enabled

![Professional wearing headphones working at a desk beside a monitor showing the Dorothy AI patent search screen, with fields for novel feature, invention disclosure and relevance criteria](https://truefit.io/hs-fs/hubfs/dorothy-ai-patent-search-platform.webp?width=580&height=254&name=dorothy-ai-patent-search-platform.webp)

## DorothyAI revolutionizes patent search with Truefit

**Problem:** DorothyAI built powerful U.S. patent AI, but lacked a simple product that empowered attorneys and paralegals to efficiently search for competing inventions and prior art documentation.

**Truefit:**

- Integrated DorothyAI’s IP using natural language processing and AI to improve efficiency, results and user experience
- Organized search results in ways that attorneys naturally work
- Built tools for managing search findings and facilitate secure client reviews online

**Result:** The initial success of the platform helped DorothyAI expand from a legal tool into a platform for corporate innovation teams and inventors.

[SEE STORY](https://truefit.io/dorothy-ai?hsLang=en)

Finance, Legal & Insurance

![Evergreen-Logo](https://truefit.io/hubfs/Evergreen-Logo.png)

## Evergreen Renewal Services processes 6x more renewals with Truefit

**Problem:** Flaherty & O'Hara, one of the largest liquor licensing practices in the U.S., manages license renewals for clients across many states. Growing the practice meant handling far more renewals and new license types without adding staff.

**Truefit:**

- Built Evergreen, a multi-tier SaaS platform that runs the full license renewal process
- Designed dashboards that track every renewal by due date, stage and state
- Added assignments and progress tracking from Forms Obtained through Renewal Completed
- Built the platform to support new license types, including pharmacy, lottery and tobacco

**Result**: Evergreen has grown more than 20% a year since launching in 2020, and the firm processes 6x more renewals with the same staff.

![Evergreen's licensing dashboard showing license renewal status, expiration tracking, and state-by-state filters, set against a backdrop of liquor bottles on display](https://truefit.io/hs-fs/hubfs/evergreen-liquor-licensing-renewal-dashboard.webp?width=580&height=622&name=evergreen-liquor-licensing-renewal-dashboard.webp)

[SEE STORY](https://truefit.io/evergreen?hsLang=en)

Energy & Infrastructure

![Mitsubishi Electric logo.](https://truefit.io/hubfs/Mitsubishi-Electric-2-Mosaic.png)

## MEPPI moves to proactive remote monitoring in the field with Truefit

**Problem:** MEPPI's field service engineers relied on manual, delayed inspections to check battery energy storage systems installed in the field. Equipment status was only as current as the last site visit.

**Truefit:**

- Built a remote monitoring platform on AWS for secure cloud-based access and scalability
- Integrated live SCADA data from the client site to power operational dashboards for decision-making
- Delivered threshold-based alerts for temperature and voltage, OEM alarm code handling and equipment availability reporting
- Created drill down dashboards giving field service engineers at-a-glance equipment status from site to individual lineups
- Structured the pilot as prove-once-then-scale, ready to extend across other MEPPI Service Center divisions

**Result**: Field service engineers now see equipment status, alerts and alarm codes in minutes instead of hours, and Phase 1 is ready to scale across MEPPI's divisions.

![Energy worker near renewable energy solar panels.](https://truefit.io/hs-fs/hubfs/MEPPI-remote-monitoring-grid-energy.webp?width=580&height=622&name=MEPPI-remote-monitoring-grid-energy.webp)

[Need to monitor equipment in the field? Let's talk.](https://truefit.io/contact?hsLang=en)

👋 25+ Years Yes, that’s right. We’ve been building winning software projects since 1997.

👏 100s Of complex software products designed in widely divergent industries.

❤️ PGH Built in Pittsburgh. Always ready to deliver what's critical and innovate what's next.

### Let’s start a conversation about your next software product launch.

[let’s talk software](https://truefit.io/contact?hsLang=en)

[![Truefit\_Logo\_White\_RGB\_2023aligned 1](https://truefit.io/hubfs/Truefit_Logo_White_RGB_2023aligned%201.svg "Truefit_Logo_White_RGB_2023aligned 1")](https://truefit.io/?hsLang=en)

 Truefit works with business leaders who need to create new and next-gen software products to explore new market opportunities, solve important problems, and grow their business.

![Phone Number](https://truefit.io/hubfs/smartphone.svg) [(412) 325-5959](tel:+14123255959)

[![Follow us on LinkedIn](https://truefit.io/hubfs/LinkedIn_Logo.svg)](https://www.linkedin.com/company/truefit/) [![Follow us on YouTube](https://truefit.io/hubfs/YouTube_Logo.svg)](https://www.youtube.com/@TruefitPittsburgh) [![Follow us on Instagram](https://truefit.io/hubfs/Instagram_Logo_sm.png)](https://www.instagram.com/truefitpgh/) [![Follow us on Facebook](https://truefit.io/hubfs/Facebook_Logo.svg)](https://www.facebook.com/TruefitPgh/)

Site

- [Work](https://truefit.io/our-work)
- [Solutions](https://truefit.io/solutions)
- [About](https://truefit.io/about)
- [Insights](https://truefit.io/insights)

Location

Pittsburgh, PA

1001 Liberty Avenue

5th Floor

Pittsburgh, PA 15222

© Truefit. All Rights Reserved.[Privacy Policy](https://truefit.io/privacy?hsLang=en)

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