AI Transformation for Complex Business Processes

Start with an AI Readiness Assessment EXPLORE SERVICES ↓

01Complex problem
02Structured understanding
03AI opportunity
04Designed solution
05Validated solution
06Implementation
07Transformation

FIG. 01 · From a complex problem to a transformed process.AEC · MANUFACTURING · AUTOMOTIVE

Our service families.

F.01PRIMARY

AI Transformation

AI transformation services that help organizations identify, design, build and implement AI-enabled workflows and systems.

T.00AI Readiness AssessmentSTART HERE T.01AI Strategy T.02AI Agent Development T.03AI Automation T.04Process Transformation T.05Custom AI Solutions

+ IMPLEMENTATION CAPABILITYACROSS ALL AI SERVICES

F.02

Research & Intelligence

Research services that turn market, customer, competitor and technology questions into structured evidence for better decisions.

R.01Strategic Research R.02User Research R.03AI Research R.04Domain-Specific AI Model Research

F.03

BIM & MEP Engineering

Engineering services covering BIM modeling, MEP coordination and specialist engineering delivery for complex construction and infrastructure projects.

B.01BIM Modeling B.02BIM Coordination B.03MEP Engineering

Are you ready for AI transformation?

Q.01Do you know whether your existing systems, processes and data are ready for AI?UNKNOWN ?
Q.02Do you know where AI can create measurable value in your processes?UNKNOWN ?
Q.03Do you know which AI opportunities should be prioritised first?UNKNOWN ?
Q.04Do you know what should be automated, augmented or redesigned?UNKNOWN ?

T.00 · STRUCTURED ASSESSMENTIf you don't have clear answers, start with an AI Readiness Assessment.Start with an AI Readiness Assessment

ACTIONABLE OPPORTUNITY · WHAT YOU RECEIVE

O.01AI opportunity landscape
O.02Process / workflow assessment
O.03AI readiness assessment
O.04Prioritised AI use cases
O.05Initial implementation roadmap

AI Transformation Services

Each service is described by the situation it fits, what Innodrive does and what you receive. Find the one that matches where your organization is today.

RECOMMENDED ENTRY POINTSTART WITH AN AI READINESS ASSESSMENT →

T.00

AI Readiness Assessment

The starting point for organizations that know AI is important but need to determine where and how to apply it.

WHENYou know AI matters, but you do not yet have clear answers on readiness, value and priorities.

WHAT WE DOAssess processes, systems and data → identify and evaluate AI opportunities → prioritise and define what to build first.

OUTPUT / VALUEAI opportunity landscape · process / workflow assessment · AI readiness assessment · prioritised use cases · initial implementation roadmap.

T.01

AI Strategy

For organizations that need to determine where and how AI should become part of their business or engineering strategy.

WHENYou know AI is strategically important but need to determine where to invest.

WHAT WE DOAssess opportunities → define priorities → develop the transformation direction.

OUTPUT / VALUEPrioritised AI opportunities, strategic direction and an implementation roadmap.

T.02

AI Agent Development

Design and development of AI agents for complex knowledge and workflow tasks.

WHENKnowledge work depends on people searching, reading, checking and drafting across documents and systems.

WHAT WE DODefine the task and boundaries → design the agent, its tools and review points → build, evaluate and pilot.

OUTPUT / VALUEA working agent connected to your knowledge sources, with evaluation results and defined human decisions.

T.03

AI Automation

Design and implementation of AI-enabled workflows and process automation.

WHENRepetitive, rule-heavy workflows move information between people and systems by hand.

WHAT WE DOMap the workflow → decide what to automate or augment → implement across existing systems.

OUTPUT / VALUEAn automated workflow in operation, integrated with existing tools.

T.04

Process Transformation

Redesign business and engineering processes around AI-enabled capabilities.

WHENThe process itself limits the outcome, and adding AI to the current steps would not be enough.

WHAT WE DOMap the current state → redesign steps, roles and controls around AI → pilot and roll out.

OUTPUT / VALUEA redesigned target process, operating model and transition plan.

T.05

Custom AI Solutions

Purpose-built AI systems for specialized organizational, engineering or domain-specific requirements.

WHENRequirements are specialized enough that off-the-shelf tools do not fit.

WHAT WE DOResearch the domain and data → design the architecture → build, validate and deploy.

OUTPUT / VALUEA purpose-built AI system, deployed, with architecture documentation.

CROSS-CUTTING · IMPLEMENTATION CAPABILITYEvery AI service can be carried through to a working system in operation.

Solution developmentSystem integrationWorkflow implementationPilot deploymentOperationalisationScaling

Research & Intelligence

Turn market, customer, competitor and technology questions into structured evidence for better decisions.

R.01

Strategic Research

Evidence on markets, competitors and industries for strategic and commercial decisions.

Market Research
Market Entry Assessment
Competitor Research
Industry & Landscape Research
Product / Category Research

WHENYou are entering a market, repositioning, or need to understand competitors and industry direction.

OUTPUT / VALUEMarket, competitor and landscape evidence structured around the decision at hand.

R.02

User Research

Evidence on how users and customers behave, what they need and how they respond to products.

User Needs & Behaviour
Consumer Research
Product Feedback
Concept Feedback
Feature Testing
Usability / Experience Research

WHENYou need to understand users, or test a product, concept or feature before investing further.

OUTPUT / VALUENeeds, behaviour and feedback synthesized into findings and design implications.

R.03

AI Research

Evidence on the AI market, technologies and use cases before committing to a direction.

AI Market Research
AI Technology Landscape
AI Use-Case Research
AI Agent / Model Research

WHENYou need an informed view of AI markets, technologies or use cases.

OUTPUT / VALUEA structured view of the AI landscape and the options relevant to you.

R.04

Domain-Specific AI Model Research

Evidence on whether AI models can handle a specific domain, its knowledge and its tasks.

Domain Knowledge Research
Model Capability Assessment
Model Suitability Research
Evaluation & Benchmarking

WHENYou need to know whether models are capable and suitable for your domain.

OUTPUT / VALUECapability and suitability findings with evaluation and benchmark results.

BIM & MEP Engineering

Engineering services covering BIM modeling, MEP coordination and specialist engineering delivery for complex construction and infrastructure projects.

LEVEL OF DEVELOPMENT

100200300350–400500

Models from LoD 100 to 500 · high-fidelity delivery at LoD 350–500

STANDARDSISO 19650IPCUPCNFPA

B.01

BIM Modeling

3D BIM models developed from 2D drawings or point cloud data.

3D BIM Modeling
Architectural BIM
Structural BIM
MEP BIM
LoD 350–500 Modeling
Scan to BIM
As-Built Models
Rebar & Bar Bending Schedules

RevitLoD 100–500Point cloud

B.02

BIM Coordination

Interference checking and resolution management before construction.

Clash Detection
Clash Resolution / Coordination
MEP Coordination
Multidiscipline Coordination
Clash-Free Reports

NavisworksRevizto

B.03

MEP Engineering

Design and consultancy for mechanical, electrical and plumbing systems.

MEP Planning & Design
Mechanical Engineering
Electrical Engineering & Lighting
Plumbing Engineering & Drainage
HVAC Consultancy
Fire Fighting System Design
Fabrication Drawings

IPCUPCNFPA

From understanding the problem to a transformed process.

How the AI services support an organization across seven stages. This is a capability journey, not a mandatory sequence: enter at the stage that matches your maturity. Select a stage to see what happens there.

STAGE