David Bingham

The title block: the workshop room in Istanbul, at the ecosystem map on the wall. The practice put design at the front of GE Digital's commercial engagements, in industries new to the company.

Four people at a wall of paper sheets covered in a hand-drawn ecosystem map and blue sticky notes, one reaching up to add a note

Operations Co-Creation

A user-centric approach to aligning outcomes to solutions.

In 2015 GE Digital formed an Emerging Verticals team to take the Predix industrial IoT platform into industries outside of GE's core: Automotive, telecommunications, heavy equipment, and food & beverage, for example. With the platform lacking mature applications to position, discovery had to happen with customers in their work environments before anything could be proposed. I led experience design for the team and built a participatory discovery practice around “Ecosystem Mapping,” a structured session focusing on the people, things, and environments of an operation, their connections, and pains. This method mapped use cases with high context, identified and prioritized by those in the room. I hired and trained the researchers & designers, taught them the method, and codified it in a playbook. Each engagement resulted in a synthesized report returned to the customer, so what we learned fed both the proposal and the product. A double loop, per Chris Argyris's work. Through 2017 the practice ran 60+ workshops in 18 countries, brought UX into pre-sales, and influenced over $100MM of SaaS. It taught me that on-site, high-context research yields better data and deeper empathy than a purpose-built studio, and that methods must flex to the nuances of the culture.

Business focus

GE's three established verticals, energy, aviation and healthcare, set beside the emerging verticals my team was formed to open: automotive, telecommunications, heavy equipment, food and beverage. It frames the business problem: a platform built on GE's own industries, and a mandate to take it elsewhere.

A GE gas turbine opened on a blue shop floor, seen from above, with four technicians working on it
GE Energy
A jet engine with a blue spinner hanging under an airliner's wing on the tarmac
GE Aviation
An MRI scanner carrying the GE monogram in a blue-lit scanning room
GE Healthcare

Emerging Verticals

  • Automotive
  • Telecommunications
  • Heavy Equipment
  • Food & Bev
  • etc…

The question the team was set, in its 2022 wording: how to grow GE's industrial IoT platform and product portfolio beyond the verticals GE already knew. Everything that follows is the method we built to answer it.

How might we grow GE’s industrial IoT platform & product portfolio beyond the core businesses and into new and emerging verticals?

Engagement approach

How we placed design in the commercial engagement: before development, at the Qualify, Discover and Proposal stages, so product management and UX could shape opportunities early. This is the structural move the whole practice rests on.

To connect with commercial opportunities, we prefaced our development with the Qualify, Discover, and Proposal stages of a customer engagement. This allowed PM and UX functions to engage early and outline new opportunities to which our design & engineering team could develop and productize.

Chris Argyris's double loop, then the engagement approach redrawn as one path from customer engagement into product development, and the anti-pattern it guards against: a release sent straight back to sales, with discovery skipped.

Diagram of three circles, Beliefs, Actions and Results: beliefs guide actions, actions lead to results, a single-loop feedback arrow returns from results to actions, and a double-loop arrow returns from results to beliefs
Single-loop feedback corrects the action; double-loop feedback questions the belief that guided it.
After Chris Argyris, Harvard Business School: “Double Loop Learning in Organizations”, 1977, and “Teaching Smart People How to Learn”, 1991.
Diagram of a teal arc, Qualify, Discover and Propose, labeled Customer Engagement, running into a red loop, Discover, Define, Develop and Deploy, labeled Iterative Product Development
Product development operates on a loop of continuous refinement: Discovery, Define, Develop, Deploy. Our team connected that to the customer engagement pipeline that commercial teams use to Qualify, Discover, and Propose new opportunities.
The same diagram faded, with a dashed red arrow from Deploy on the product loop back to Qualify at the start of the customer arc, crossed out with a red X
The anti-pattern: This process rejects the casual motion of hastily positioning deployed solutions without proper discovery.

Three readings of the same path: product discovery moved forward into the customer engagement, the proposal drawing on both discovery and what is already deployed, and the double loop laid over the whole.

The diagram faded, with the product loop's Discover circled in a dashed green ring and a green arrow, labeled Forward Deployed, carrying it back to Discover on the customer arc
Our team of researchers and designers took methods that were well-honed within the product development practice and fast-forwarded them into pre-sales. This forward-deployment allows the team to simultaneously learn and co-create with customers at speed.
The diagram faded, with dashed green arrows into Propose from Discover on the customer arc and from Deploy on the product loop
This generates an increased portfolio:market fit. Gaps between what is discovered and deployed solutions feed the product team backlog with data, context, and customer validation.
The diagram faded, with three green circles laid over it: Beliefs on the customer arc between Qualify and Discover, Results near Deploy and Discover on the product loop, and Actions between Define and Develop
The double loop laid over the path: beliefs are tested with the customer, actions lead to results in development, and the results return to the beliefs, not only to the next release.

The two aims I set for the Discover phase: gather as much as possible while building customer stickiness, and keep the time between qualifying and proposing short. They are the trade-off the workshops were designed around.

Maximize info gathering & customer stickiness.
Minimize time between qualify & proposal.

Ecosystem mapping

Ecosystem mapping, the core design-thinking structure we developed for discovery and the one I taught the team, and the seven questions of a session, from the business or operational problem-space through the people, things and environments and how they connect, to why the current situation causes pain and how the outcome might improve, beside a room working the map.

We developed a powerful design thinking structure around “Ecosystem Mapping”. This process dives into a business domain, structures IoT components, and focuses solving an identified problem within that system. This is only one design thinking tool used during discovery workshops, but I was able to teach my team this process with success across multiple engagements.

  1. What is the general business or operational problem-space?
  2. Who are the people involved and their persona information?
  3. Which physical devices or things are included in the operation?
  4. Where are the environments in which this work occurs?
  5. How are the people, things, and environments connected?
  6. Why is the current situation causing pain?
  7. How might we take this understanding and improve the outcome?
Four people at a long wall of paper, one drawing on a hand-sketched ecosystem map of trucks, people and blue sticky notes

Off-site research

GE Digital's purpose-built space for sessions with partners and customers, in three views, one with its moving wall open. We had the room; I still preferred to work at the customer's site, and the next block shows why.

A long room with a whiteboard wall, blue storage doors, colored stools and people at standing tables and a wall screen
A corridor through the Design Center, with a blue-curtained lounge and tea trolley at left and a whiteboard room with colored stools at right
The Design Center with its moving wall drawn back, opening two rooms of whiteboards, blue doors and colored stools

GE Digital created a purpose-built space to host these design-thinking research engagements with partners and customers.
See more at Rapt Studio

On-site research

Four customer sites: an electrical substation in Japan, an elevator installation in Switzerland, the control room of a water desalination pumping station in Saudi Arabia and a mining tire yard in Australia. We preferred working in context, with the business owners and subject-matter experts, to working in our own space, and each place taught us something about how to work there.

An engineer in a hard hat and Chubu Electric Power work jacket holds open a binder of drawings at a fenced substation site
Japan – Electrical sub-station
Three men in red Schindler hard hats crouched in an elevator shaft, one pointing upward, one holding a circuit board
Switzerland – Elevator installation
Men in a pumping station control room before rows of electrical panels, one in a white hard hat and yellow vest, one in a white thobe and red ghutra
Saudi Arabia – Water desalination
Five people in hard hats and high-visibility vests talking on a muddy yard in front of stacked giant mining tires
Australia – Mining tire repair

As our practice matured and customers realized the value of this engagement, we conducted most of our sessions on-site and in the customer's work environment. This allowed first-hand, high-context research which improved the quality of the collected data, established deeper empathy, and forged strong working relationships. Cultural sensitivities learned: Japanese want outlines ahead of time and few surprises. The Swiss respect attention to detail in methods and analysis. Saudis will show you all they have accomplished. Australian miners want to see it work.

Case study: Ford Otosan

The case study: two days with Ford Otosan, a truck manufacturer in Istanbul. The building and an engine on display set the scene for the workshop that follows.

The Ford Otosan R&D building, a long gray ribbed facade, with a red vintage Ford truck parked at the entrance
A Ford Ecotorq truck engine on a white display plinth inside the building

In this case, it was 2 days with a truck manufacturer in Turkey.

Who was in the room and what the two days covered: GE's UX, product management, country leader, account manager and solution architect across from Ford Otosan's CDO and its engineering, communications and cybersecurity leads. The agenda runs from goals and business challenges to use-cases, prioritization and a roadmap.

Ford Otosan
JV between Ford & Koç Holding · Located in Istanbul, Turkey · Center for product R&D · Heavy truck, engine, gearbox, and powertrain manufacturing
Attendees · GE
User Experience · Product Management · Turkey Country Leader · Account Manager · Solution Architect
Attendees · Ford Otosan
CDO · Process Engineering · Communication Systems · Powertrain Engineering · Cybersecurity
Agenda · Day 1
Goals & Objectives · GE Digital Overview · Ford Otosan Business Challenges · Customer Ecosystem · Internal Beneficiaries
Agenda · Day 2
Marketing and R&D · Cybersecurity · Use-Case Review · Prioritization · Platform & Product Alignment · Roadmap & Nextsteps

The goals board from day one, with the five goals as typed into the report beside it. Agreeing what both sides wanted from the two days came before any talk of solutions.

A flip-chart sheet headed Goals, with yellow sticky notes clustered into five hand-drawn circles labeled GE info, collaboration and capabilities, solve similar problems, MVP and dollar benefit

Goals

  • GE Info: GE’s transformation and business model
  • Collaboration: Mutual capabilities and use-cases
  • Problems: Data value to fleet customers
  • $-Benefit: Identify stakeholder needs
  • MVP: Create a roadmap, opportunities, and KPIs

The two ecosystem sheets from Ford Otosan: the people in the domain, each drawn as a doodle-person icon with notes, then the scenarios that connect them. Drawing the people first makes a large amount of information holdable at a glance.

A detail of a paper sheet of hand-drawn stick figures labeled fleet owner, master driver, fleet driver, self-owners, driver's family and fleet operator, with notes beside each
The team discussed and captured the people, things, and environments that were key to understanding the complexities of Ford Otosan. These iconographic representations allowed encapsulating large amounts of shared information into a representative form then leveraged into more and more complex scenarios.
A detail of a paper sheet headed Vehicle score / health: hand-drawn scenarios linking drivers, a plant, the central warehouse, suppliers and roadside assistance with arrows, trucks and small figures

The whole use-case wall and three details. The use-cases were written on blue notes and placed on the ecosystem map where they belonged, so each sat in its context; the three shown ranked first, second and third in the vote.

The full ecosystem wall at Ford Otosan: four joined paper sheets of hand-drawn people, trucks and scenarios, with blue use-case sticky notes placed across it123
The ecosystem map provides context to complex systems. It communicates the inter-connectedness of the business domain.
A blue sticky note reading Provide (yet defined) driver services, dot-voted, above a list of questions and a drawing of a truck driver1
1. Provide driver services.
Two dot-voted blue sticky notes, Develop an extensible fleet mgmt system and Provide truck data into existing fleet mgmt systems, beside drawings of a telematics box and a cloud2
2. Provide truck data into existing fleet management systems.
A dot-voted blue sticky note reading Provide planned condition-based maint. schedule to fleet operators and drivers, beside a drawing of a driver on the phone and a note that the maintenance plan has no condition awareness3
3. Provide condition-based maintenance to fleet operators.

The prioritization board: fifteen use-cases placed by value and feasibility and dot-voted by the room, the top twelve transcribed in the ranked order. The vote was the room's, not mine; my job was to structure it so a ranking came out.

A paper sheet with a hand-drawn axis running from Less Feasible at the foot to More Feasible at the top, and fifteen dot-voted blue use-case notes placed along it
Across the identified scenarios, we voted (in this case) on value and feasibility.

Transcribed

  1. Provide driver services.
  2. Provide truck data into existing fleet mgmt systems.
  3. Provide condition-based maintenance to fleet operators.
  4. Create performance + services package marketplace.
  5. Provide simulation environment for R&D team.
  6. Optimize supply chain from central warehouse to dealer.
  7. Create truck sharing platform for drivers.
  8. Expedite unplanned roadside maintenance events.
  9. Develop an extensible fleet mgmt system (Co + others).
  10. Increase transparency and communications between plant and suppliers.
  11. Decrease warranty claims using part failure data.
  12. Create truck consumables marketplace.

The connected plan I produced after the workshop: the top five use-cases as work streams with their outputs, dependencies and decision points over the following months. The report packaged this with the proposal, so the design and development resourcing could be argued for.

A roadmap chart: five numbered use-cases down the left, each with colored work streams, outputs and decision points laid across two quarters towards pilot solutions

I aligned use-cases and their inter-dependencies. The workshop report is packaged to complement the formal proposal and inform additional design and development resourcing requirements.

Example 1: Pitney Bowes

Example 2: Lixil

The second example: construction service scheduling with Lixil in Japan, where the team stayed engaged from pre-sales through eight releases. The wireframe is the Job Scheduler; the figures are the scheduling accuracy and cost reduction it reached, and the original users stayed in the decisions throughout.

The Lixil Job Scheduler wireframe, powered by Predix: a job queue at left, job details in Japanese, team assignments on a May 2017 calendar and suggested teams below

Construction Service Scheduling

  • Team engaged from pre-sales through delivering 8 releases
  • 90% scheduling accuracy
  • 85% cost reduction
  • Outcome: Align job parameters to matched installation teams
  • Validation: Keeping original users involved in decision making through/beyond delivery
  • Workshop report · PDF · 32.9 MB

The scheduling work from sale to launch: a consultation at a Lixil showroom, the whiteboard from the design-thinking workshop, the refined sketch of the Job Details screen, and the launched product tested with a user at his desk.

Two women at a small white table in a showroom, one reading through printed product sheets as the other writes on a clipboard, a bathroom rendering on the screen behind them
Lixil showroom sales consultation
A whiteboard covered in orange, yellow and blue sticky notes and marker sketches of a job's flow from reception through controller to installers, with Japanese addresses and dates
Design-thinking workshop whiteboard
A pen sketch of a laptop screen showing a job details page: a job list at left, customer, dates and bill of materials in the middle, three inspectors at right
Refined product UI sketches
Over the shoulder of a man at his desk, working in the Job Scheduler on a laptop beside a desk calculator
Launched product testing with users

Example 3: Bridgestone

The third example: mining truck tire repair with Bridgestone, mapped end to end across the mine site, the repair center and the logistics between them. The deal aligned the work into GE ServiceMax and cut repair time and carried inventory.

A process diagram titled Bridgestone OTR Repair Process: eighteen numbered steps from tire inspection at the mine site through the repair center and back, with stakeholders and opportunities marked

Mining Truck Tire Repair

The tire-repair work in the field and the studio: on-site research at the tire repair facility, the workshop reviewed with senior leadership, and the scheduling screens refined in Sketch. The flows came straight from what the yard showed us.

A group in orange high-visibility vests and hard hats beside a giant mining tire chalked with repair codes, outside a workshop with a forklift
On-site research at tire repair facility
A workshop room with whiteboards of sketches and yellow notes; a presenter in a lanyard points at the board while five participants watch
Reviewing workshop with senior leadership
A Sketch canvas of fifteen scheduling screens in three rows: add job to upcoming schedule, add job to full schedule and add job to existing truck
Repair scheduling UI refinement

Company engagements

The fifteen market verticals the practice worked across, from aerospace to transportation. It is the breadth the emerging-verticals mandate turned into.

Company Engagements

Market Verticals

Aerospace · Agriculture · Automotive · Construction · Consumer Packaged Goods · Energy · Fleet Vehicles · Food & Beverage · Heavy Equipment · Manufacturing · Marine · Mining · Semiconductor · Telecommunications · Transportation

The thirty-three companies named on the slide as engagements, shown as their marks in alphabetical order. The breadth is the point: the same method ran in mining, airlines, shipbuilding and consumer goods.

AGCO logo
Al-Futtaim logo
Allison Transmission logo
Alstom logo
BHP Billiton logo
BMW logo
Bridgestone logo
Chubu Electric Power logo
DSME logo
Evonik logo
Ford Otosan logo
Gavilon logo
Hermes Microvision logo
H.W. Richardson logo
Ishida logo
Japan Airlines logo
Lixil logo
Lockheed Martin logo
Marubeni logo
Mazak logo
Nissan logo
Olam logo
Philip Morris logo
Pitney Bowes logo
Ryder logo
Samsung Heavy Industries logo
Schindler logo
SoftBank logo
South32 logo
Toshiba logo
Unison logo
Yanmar logo
Zoetis logo

Playbook

The two tools we made around the workshop: a playbook that lets facilitators structure agendas and add activities, and a report theme that speeds the synthesized results to customers. Both were about making the method teachable and repeatable beyond me.

We created two tools for use before and after the workshop. The playbook assists facilitators in structuring agendas and gives expert facilitators an authoring outline for adding new activities. Box Notes document each activity in high detail and are paired with a Keynote presentation slide for in-session guidance with participants. To speed delivery of synthesized results, a report theme was created with a variety of lightly branded slide templates. This allows the team to focus on delivering clear content to customer and GE stakeholders.

The playbook's Getting Started page and nine of its activities. Each activity has a Keynote slide for the room and a Box Note that documents it in detail, so another facilitator can run it.

A Keynote window open on the playbook's Getting Started page, showing a Presentation Guide slide and its paired Box Note web repository side by side

Design Thinking & Research Playbook

  • Stakeholder Alignment
  • Ice Breakers
  • Capturing Outcomes
  • Decision Criteria Harvesting
  • Prioritization Frameworks
  • User Interviews
  • Persona Definition
  • Role Transformation
  • Ecosystem Mapping

Knowledge sharing

Presenting the ecosystem-mapping method at GE Digital Day in Tokyo in 2016, with a customer map on screen. Sharing the practice with GE's commercial teams was part of the job.

A large screen showing a hand-drawn ecosystem map under a Japanese heading, the speaker in silhouette at its lower right

GE Digital Day, Tokyo Japan, 2016

Where the practice was presented: GE Digital Day in Tokyo, the Predix Transform conference, the IDSA national conference, GE's software technology conference, and GE's commercial-team webinars, 2015 to 2016. Each event is cited where a public record of it stands.

Predix Transform Conference, 2016

Article · 2016

Cloud Foundry: “Predix Transform Developer Conference”

IDSA 50th National Conference, 2015

Slides · 2015

SlideShare: “IDSA2015 - Designing Industry”

GE Software Technology Conference, 2015

(internal)

GE Commercial Team Webinars

(internal)

Results

The practice's results on one map: more than sixty workshops in eighteen countries, and over a hundred million dollars of SaaS influenced. Each figure carries what I learned: cultural sensitivity and communication, a refined and documented process, and UX earning its place in pre-sales.

A dotted world map with red dots marking workshop locations across North America, Europe, the Middle East, Asia and Australia
  • 18 Countries · Cultural Sensitivities · Communication Skills
  • 60+ Workshops · Refined Process · Documented Playbook
  • >$100MM SaaS · Business Outcomes · UX in Pre-Sales

Team credits

General manager
Yonatan Hagos
UX design
Nirman Bisla, Lauren Bowers, Jason Campbell, Diana Freeman-Baer, Joanne Mendel, Andrew Milmoe, Andrea Perry, Michael Spear, Shaziya Tambawala
Product management
Sara Ahmadi, Eric Bauer, Kohi Easwarachandran, Mattias Herrera, Jeremy House, Julian Loren, Chris Lyons, Nithia, Branko Raic, Brian Sparling, Julie Wenzel, Mayte Zavaleta
Engineering
Dat Nguyen, Nitya Podila, Nihar Vaidya
Data science
Sambasiva Dasari, Alireza Dibazar, Ram Narasimhan, Sergey Patsko, Alexander Ross
Sales and accounts
Onur Aruz, David Berridge, Marc Drenning, Jason Irwin, Tetsuya Nakamura, Pierce Power, Michael Robichaud, Dan Smillie
Country leadership
Vincent Champain, Uygar Doyuran, Ryo Kaneko, Ussal Sahbaz
Solution architecture
Umut Ceyhan, Lee Jellum, Jose Marques, Mayoran Rajendra, Kei Toda
Program management
Jakob Hall, Natsumi Hoshi
Operations
Don Sanborn

AI usage

2, Ideas. AI helped with research, sources, brainstorming or structure. I wrote every word.The tiers