AEC workflow
Design & Document
Move from design intent to a coordinated model, repeatable logic, and reviewable project information.
168 resources shown.
Follow the process
How to move from a design brief to a checked model handover
Agree what the recipient needs before modelling. Establish a reliable baseline, make controlled changes, then check both the authored information and what survives exchange. The deliverable is a usable model-and-document package, not simply a file that opens.
Your deliverable: A revisioned model and drawing package, an information-check record, exchange exceptions and a recipient acceptance decision.
Skip to the resource library ↓Before you start
- A design brief, project phase and named recipient for the model or drawing package.
- The current source models and an agreed coordinate, unit and naming convention.
- Required information, exchange format and a named person who can accept the deliverable.
- Permission to edit a working copy, with revision history and a way to reverse changes.
Define the model handover requirements
- Inputs
- Project brief, design phase, intended model uses and the recipient’s information request.
- Action
- List the decisions the model must support. Agree which geometry, properties, drawings and file formats are needed, and what will count as acceptance. Assign authorship and review responsibilities before selecting software.
- Output
- A concise information brief with required outputs, exclusions, recipient and acceptance checks.
- Review checkpoint
- Can the recipient describe how they will use and check the delivered information?
- Common mistake
- Modelling everything at high detail without knowing which information the recipient needs.
Resources for this step
- Record the information brief
Agree required fields and deliverables before making model changes.
Establish a controlled model baseline
- Inputs
- Current discipline files, revision references, coordinates, units and object identifiers.
- Action
- Open a working copy, confirm the intended revisions and check alignment against known reference points. Record missing links, duplicate identifiers and unit differences. Keep a recoverable baseline before editing or running a graph.
- Output
- A baseline register with source revisions, coordinate and unit checks, and assigned discrepancies.
- Review checkpoint
- Are all authors working from the same agreed references, rather than merely files with similar names?
- Common mistake
- Combining models from different revisions and mistaking a coordinate offset for a design conflict.
Resources for this step
- Record the baseline and exceptions
Retain the starting revisions and unresolved model issues with the handover.
Check model information and drawing consistency
- Inputs
- Changed model, required properties, schedules, drawings and the acceptance checks.
- Action
- Check required fields, units and identifiers, then compare critical schedules and drawings with the model. Separate missing information from an intentional omission. Record each discrepancy with an owner rather than fixing only the appearance of the sheets.
- Output
- A checked information package and an issue list linked to model objects or drawing locations.
- Review checkpoint
- Do the model, schedules and issued views describe the same revision and design intent?
- Common mistake
- Treating an attractive model or complete-looking schedule as proof that its information is reliable.
Resources for this step
- Record information checks
Use the checklist to retain omissions, drawing consistency checks and review decisions.
Test the recipient’s exchange
- Inputs
- Checked authoring package, agreed export settings and the recipient’s target application.
- Action
- Export the agreed subset and reopen it in the receiving workflow. Compare reference geometry, units, identifiers and required properties. Document missing or transformed information and decide whether it must be corrected before handover.
- Output
- An exchange-check record with export settings, observed losses and recipient follow-up.
- Review checkpoint
- Can the receiving team perform the intended task with the delivered file, not just open it?
- Common mistake
- Assuming a successful export preserved every property or relationship required downstream.
Resources for this step
- Speckle technology overview
Inspect a documented model-data exchange option and verify the actual receiving output.
Issue the reviewed package and retain change triggers
- Inputs
- Model, drawings, check results, exchange exceptions and the named recipient.
- Action
- Issue the agreed revisions together with their review status and unresolved items. Obtain the recipient’s acceptance or correction request. Record which later brief, model or exchange-setting change requires a new package and repeat checks.
- Output
- A traceable handover containing the accepted revisions, remaining actions and update responsibility.
- Review checkpoint
- Does the recipient know which information is accepted, which is provisional and who maintains it?
- Common mistake
- Sending only the model file and losing the checks, exceptions and responsibility for future revisions.
Resources for this step
- Copy the model handover checklist
Transfer the revision, exchange and acceptance record into the project’s own system.
Worked journey: a revised room schedule
Synthetic training example only: the project, records and outcomes below are invented to explain the process. This is not evidence of a tested implementation, customer result or professional approval.
- Information brief
- A team needs room identifiers and areas for a design review, not a construction-ready model of every object.
- Baseline
- The author records the source revision and discovers that one linked file uses a different coordinate reference.
- Authoring
- After resolving the reference, a small room set is edited first. The author retains the inputs and checks the changed rooms.
- Information check
- The schedule contains an empty identifier. It becomes an owned issue rather than an invented room number.
- Exchange check
- The receiving workflow loses one required property. The export and recipient mapping are corrected and checked again.
- Handover
- The recipient receives matching model and schedule revisions, with the accepted checks and remaining design questions.
Model design and exchange checklist
Select and copy the checklist into your project document. Complete it there; this page does not save project information.
Back to the design and BIM process ↑
168 connected resources
Explore this workflow
AEC technology profiles connected to this workflow.
Dynamo
Open-source visual programming for computational design automation
Open resource →Workflow pickGrasshopper
Visual programming for parametric and generative design
Open resource →Workflow pickSpeckle
Open-source BIM collaboration and data platform
Open resource →3D PDF Exporter for AutoCAD
Convert AutoCAD models to interactive 3D PDFs
Open resource →3DMeasure
Revit plugin for precise 3D measurements
Open resource →3DPDF Exporter for Revit
Convert Revit models to interactive 3D PDFs
Open resource →ABAGY
AI-powered no-code welding robot programming
Open resource →Acelab
AI-powered building material research, comparison, and specification platform
Open resource →ArchiCAD
BIM software for 2D drawing & 3D building modeling
Open resource →Architextures
Material textures and hatches for architectural drawings
Open resource →Arcol
Browser-based collaborative design platform with embedded construction intelligence
Open resource →Attentive.ai (Beam AI)
AI-powered construction takeoff and estimating software for GCs, subcontractors, and suppliers
Open resource →AutoCAD
Industry-standard CAD software for precise 2D and 3D design
Open resource →Autodesk Revit
BIM authoring platform for coordinated architecture, structural, and MEP design
Open resource →BEAM
Rhino-to-Revit BIM interoperability plugin
Open resource →BHoM
Open-source data model for AEC software interoperability
Open resource →BIMIT
AI-powered automated scan-to-BIM conversion
Open resource →Branch Technology
Construction-scale 3D printing for building facades and components
Open resource →Caddisfly
Algorithmic node design and fabrication optimization for complex freeform structures
Open resource →CalcTree
Cloud-based engineering calculation and workflow management
Open resource →CATIA
Advanced 3D parametric modeling and BIM for complex engineering and infrastructure
Open resource →CATIA V5 Exporter for Revit
Export Revit models to CATIA V5 format
Open resource →Cedreo
Browser-based 3D home design software for builders, remodelers, and interior designers
Open resource →Chief Architect
BIM-based residential 3D home design and construction documentation software
Open resource →cityweft
AI-generated global 3D city models for architectural site design
Open resource →CommandFinder
Revit command search plugin with AutoCAD-style command line interface
Open resource →Cove.tool
Cloud-based building performance analysis and optimization for early-stage design
Open resource →D.TO (Design TOgether)
AI-guided building assembly design and product specification for architects
Open resource →Digital Node
BIM consultancy and digital construction training (acquired by Aurecon)
Open resource →DiRoots
Custom plugins and software development for Autodesk, Bentley, and Bricsys platforms
Open resource →Disperse
AI-powered construction progress tracking with human verification
Open resource →Docuflow
Advanced batch export tool for Revit construction documentation
Open resource →DynaOne
Revit plugin for batch running Dynamo scripts
Open resource →EC3
Free embodied carbon calculator for construction materials
Open resource →ElumTools
AI-powered lighting calculation add-in for Revit
Open resource →EnveeTech BIM Solution
End-to-end GeoBIM consulting and modeling services
Open resource →Esri
Enterprise GIS and spatial analytics platform for AEC
Open resource →FenestraPro
AI-powered facade design and envelope analysis for building performance optimization
Open resource →Finch3D
AI-powered generative design for rapid floor plan exploration
Open resource →Fologram
AR-powered construction guidance and fabrication visualization
Open resource →Foyr Neo
Browser-based interior design software for floor planning, furnishing, and photorealistic rendering
Open resource →Future BIM
Revit automation plugin for design and documentation workflows
Open resource →GAMMA AR
Augmented reality for on-site BIM model visualization and progress tracking
Open resource →Geometrid
Supply chain monitoring and analytics for construction projects
Open resource →Geopogo
AR-powered urban context visualization for architectural design presentation
Open resource →GliderBIM
Common Data Environment for project information and asset data management
Open resource →Guardian for Revit
Proactive BIM management and user training for Revit models
Open resource →HaloCAD
Microsoft Purview information protection for CAD files
Open resource →HELIX
AI-powered digital twins of buildings from laser scanning and photogrammetry
Open resource →Higharc
AI-powered cloud platform for connected homebuilding
Open resource →Ideate BIMLink
Streamline Revit data management with Excel integration
Open resource →Ideate Explorer
Revit model browser for searching, filtering, and organizing elements
Open resource →Ideate StyleManager
Revit add-on for automated style management and cleanup
Open resource →IdeateApps
Suite of Revit plugins for efficient model data management and workflow automation
Open resource →IGES Exporter for Autodesk Revit
Export Revit models to IGES format for cross-CAD collaboration
Open resource →Import 3D
Direct import of external 3D models into Revit with automatic material preservation
Open resource →Infinite BIM
BIM consulting and ISO 19650 certification services
Open resource →infrared.city
AI-powered environmental simulation platform
Open resource →Integrated Projects (IPX)
AI-powered scan-to-BIM platform
Open resource →iSync
Automated Revit file synchronization and license management
Open resource →JT Exporter for Revit
Export Revit models to JT format for PLM and engineering collaboration
Open resource →Kangaroo
Physics-based form-finding and constraint solver for Grasshopper
Open resource →Karamba3D
Parametric finite element analysis for Grasshopper
Open resource →Kobi Toolkit for AutoCAD
Productivity plugin with 20+ tools for AutoCAD and BricsCAD workflows
Open resource →Kobi Toolkit for Revit
Comprehensive BIM productivity toolkit with 40+ tools
Open resource →KOPE
Cloud-based systems configurator that automates offsite construction product integration
Open resource →Kosmos
Cost management and commercial consultancy (service-based, not software)
Open resource →Ladybug Tools
Open-source environmental analysis and simulation for building performance
Open resource →laiout
AI-powered floor plan generation and space optimization
Open resource →Layer App
No-code workflow platform connecting field data to BIM models
Open resource →LeGen
Automatic Revit legend creation from view filter overrides
Open resource →LunchBox
Free Grasshopper plugin for parametric paneling, structures, and machine learning
Open resource →MarkedUp
Automated QC and issue detection for construction drawings
Open resource →MarkupX Pro
PDF markup overlay for Revit and AutoCAD design review
Open resource →Matterport
3D digital twin platform for spatial documentation and virtual site access
Open resource →Modelo
Browser-based 3D viewer for collaborative review of BIM and CAD models
Open resource →Moduluc
Photorealistic Revit family library and 3D model creation for product manufacturers
Open resource →OpalAi - ScanTo3D & Floorplan
Mobile LiDAR to BIM conversion with AI floor plans
Open resource →Pirros
AI-powered detail management system for AEC firms
Open resource →QuickFamily
One-click 2D family creation for Revit
Open resource →Rayon
Browser-based collaborative CAD/light-BIM drafting tool for architects and interior designers
Open resource →Revizto
Cloud-based BIM coordination hub for unified 2D/3D clash detection and issue tracking
Open resource →Rudus
AI-powered takeoff and estimation for concrete contractors
Open resource →ScanToBIM
ML-powered point cloud to BIM conversion
Open resource →ShapeDiver
Cloud platform that turns Grasshopper definitions into web-based parametric apps and configurators
Open resource →Skema
AI-powered BIM knowledge reuse engine for schematic-to-BIM workflows
Open resource →Skema for SketchUp
AI-powered BIM generation from SketchUp designs
Open resource →SketchUp
3D concept modeling and design communication for architecture and construction
Open resource →SkyCiv
Cloud-based structural analysis and design software
Open resource →Solibri Office
Legacy rule-based BIM model checking and accessibility validation (discontinued for new purchase, April 2026)
Open resource →STEP Exporter for Revit
Export Revit models to STEP CAD format
Open resource →Tekla
Structural BIM detailing and fabrication management for steel and concrete
Open resource →Twindo (Canvas)
Mobile LiDAR scan-to-BIM/CAD platform that converts iPhone/iPad room scans into editable 3D models
Open resource →Veras
AI visualization for AEC models, drawings, sketches, and presentation images
Open resource →WIZZCAD
BIM-native SaaS platform for project lifecycle management
Open resource →Zenesis
Web-based early-phase MEP/TGA planning platform that combines BIM data, firm-specific rulebooks, and AI to standardize technical decisions before modeling begins
Open resource →Zutec (formerly DFM Systems)
Digital handover, building information, quality, and compliance platform
Open resource →No matching resources in this tab.
Browse technology directory →Public task agents connected to this workflow.
No matching resources in this tab.
Browse task agents →Bounded calculators and estimators that support this workflow.
Beam Deflection
Max elastic deflection vs L/240, L/360, L/180
Open resource →Bearing Capacity
General bearing equation (Vesic) → qu and allowable qa
Open resource →Cleanroom HVAC Sizing
ISO 14644 air changes per hour → supply airflow
Open resource →Cooling Load
Envelope + solar + people + ventilation → BTU/h & tons
Open resource →Duct Sizing
Equal-friction → round diameter, velocity, rectangular
Open resource →Fillet Weld Size
Specified leg ÷ user-verified required fillet-weld leg
Open resource →Greywater System Sizing
Verified supply vs demand and engineered storage
Open resource →Heating Load
Envelope transmission + infiltration → design heating load
Open resource →Irrigation Flow Rate
GPM + area → precipitation rate and run time
Open resource →Kitchen Hood Airflow Checker
Scheduled airflow vs verified listed/design requirement
Open resource →Moment of Inertia
Section dimensions → Ix, Iy, area, section modulus S, radius of gyration r
Open resource →Pile Load
Skin friction + end bearing → Qu and allowable Qa
Open resource →Rainwater Harvesting
Catchment + rainfall → annual harvestable yield
Open resource →Rebar Development Length
Available embedment ÷ user-verified ACI-required length
Open resource →Rebar Mat Quantity
Slab + spacing → bars each way, linear length, and weight
Open resource →Roof Pitch
Rise + run → pitch (x:12), angle, slope multiplier, rafter length
Open resource →Slope / Gradient
Rise + run → percent grade, ratio, angle, and inclined length
Open resource →Slope Stability Factor of Safety
Analyzed factor ÷ user-verified project criterion
Open resource →Solar Heat Gain
Window area · SHGC · orientation → peak solar gain (BTU/h)
Open resource →Steel Column Load
Same-basis axial demand ÷ verified governing strength
Open resource →Steel Connection Bolt Count
AISC 360-16 direct-shear limit state → bounded lower-bound bolt count
Open resource →Structural Depth-to-Span
Preliminary member depth (ACI minimums + rules of thumb)
Open resource →Structural Load
User-entered tributary area, repeated levels, loads, and factors → transparent totals
Open resource →Wood Connection
Hankinson formula → allowable bearing at any grain angle
Open resource →No matching resources in this tab.
Browse all calculators →Guides, references, research, and documented implementations for this workflow.
Acoustic Ceiling Tiles for Healthcare: FGI 2022, NRC, CAC, and Infection Control
Select a healthcare ceiling by confirming the adopted FGI edition, room use, ceiling-construction provisions, project acoustic criteria, product test evidence, and infection-control plan.
Open resource →Acoustic Design Requirements: STC, NRC, and NC Ratings by Space Type
Select and coordinate STC, field isolation, NRC, reverberation, and HVAC background-sound targets using the applicable project standard, with bounded GSA office and ASHRAE examples.
Open resource →ASHRAE 62.1 Ventilation Rates: The 2022 Ventilation Rate Procedure and 2024 IMC
Apply the people and area components of the ASHRAE 62.1-2022 or 2024 IMC ventilation-rate procedure, then account for zone air distribution and the complete system serving the zones.
Open resource →Exterior Cladding Materials Comparison: Fire Evidence, Cost, Carbon, and Maintenance
Compare exterior cladding as complete project-specific assemblies using IBC fire evidence, installed bids, product-specific EPDs, service-life assumptions, maintenance plans, and local availability.
Open resource →How to Calculate Average Daylight Factor under NCC 2022
Calculate average daylight factor using the NCC 2022 F6V3 and H4V2 verification method, understand its limited application, and distinguish it from the IBC natural-light provisions.
Open resource →IBC 2024 Exterior Wall Requirements: Weather, Fire, and Cladding Checks
Apply the 2024 IBC exterior-wall sequence for weather protection, water-resistive barriers, flashing, structural attachment, fire separation, and assembly-specific flame-propagation requirements.
Open resource →IBC 2024 Seismic Design Categories: Map and ASCE 7-22 Methods
Determine Seismic Design Category under IBC 2024 using the permitted default-site map path or ASCE 7-22, with the correct risk-category, site-class, source-record, and construction-document sequence.
Open resource →IBC Interior Finish Requirements: Flame Spread Classes and Table 803.13
Determine the required 2024 IBC wall or ceiling finish class from the occupancy, location, sprinkler column, table notes, material-specific test path, and installed configuration.
Open resource →IBC Plumbing Fixture Counts by Occupancy: Table 2902.1 Guide
Calculate minimum plumbing fixtures under 2024 IBC Table 2902.1 using the actual use, occupant load, default or approved population distribution, table ratios, mixed-use aggregation, and separate-facility rules.
Open resource →IBC Sprinkler Requirements: When an Automatic System Is Required
Determine whether the 2024 IBC requires an automatic sprinkler system by checking occupancy-specific fire-area, occupant-load, story, height, building, and special-hazard triggers before selecting NFPA 13, 13R, or 13D.
Open resource →IMC Exhaust Ventilation Requirements: 2024 Scope and Workflow
Use the 2024 International Mechanical Code to identify the governing exhaust provision, then verify the exact space, equipment, duct, discharge, makeup-air, and local-amendment requirements.
Open resource →Insulation R-Values by Climate Zone: 2021 IECC Requirements
Read the 2021 IECC residential insulation table correctly, including climate zone, wood-frame wall alternatives, ceiling and floor values, fenestration limits, footnotes, and the separate commercial path.
Open resource →IPC Drain-Waste-Vent Requirements: Sizing, Slope, Cleanouts, and Vent Distances
Apply the 2024 IPC drain-waste-vent sequence: assign drainage fixture units, size each drainage segment, check slope and cleanouts, and then verify the selected venting method and trap-to-vent limits.
Open resource →IPC Water Supply Requirements: Sizing, Pressure, Hot Water, and Backflow
Apply the 2024 IPC water-supply sequence: calculate demand and residual pressure, size the service and distribution piping, check pressure control, hot-water delivery, thermal expansion, materials, and backflow protection.
Open resource →UL Fire-Rated Wall Assemblies: How to Select and Specify the Right One
Use UL Product iQ and the applicable BXUV Guide Information to select a current wall design, verify its exact construction, and coordinate joints, penetrations, acoustics, and project specifications.
Open resource →No matching resources in this tab.
Browse the AEC Wiki →Source-verified datasets connected to this workflow.
AECV-Bench
Benchmark for evaluating AI ability to process architectural floor plans. Text extraction ~95%, spatial reasoning 55-75%, symbol counting 39-51%.
Open resource →ArCH — Heritage Point Cloud Segmentation
17 annotated heritage scenes (millions of labeled 3D points) plus 10 unlabeled scenes. 10 semantic classes, UNESCO World Heritage sites included.
Open resource →ArchCAD-400K
413,062 chunks from 5,538 CAD drawings across 27 categories. Largest architectural CAD dataset for panoptic symbol spotting. NeurIPS 2025.
Open resource →Architectural Styles Dataset — 25 Classes
10,113 images across 25 architectural styles from multiple time periods and mixed sources. Organized in 25 class folders.
Open resource →BRIDGE — 13,000+ Floor Plans with Descriptions
Largest annotated floor plan dataset for Document Analysis. Aggregates ROBIN, SESYD, and web sources with bounding boxes and paragraph descriptions.
Open resource →Building Facade Segmentation (Roboflow)
598 images with 10 classes (balcony, car, facade, fence, shop, street, traffic, vegetation, window) in COCO JSON, Pascal VOC, and YOLOv8 formats.
Open resource →BuildingsBench — 900K Building Energy Profiles
53.6M measurements from 3,053 meters in 1,636 buildings over 2 years, plus 900K synthetic profiles from NREL. NeurIPS 2023.
Open resource →CMP Facade Database
606 rectified facade images with manual pixel-level annotations across diverse architectural styles from the Czech Technical University.
Open resource →Cool, Quiet City — Urban Comfort
Smartwatch data on residents' perceptions of urban noise and heat collected via the Cozie smartwatch platform. Kaggle ML competition.
Open resource →CubiCasa5K
5,000 annotated floor-plan images with over 80 object categories. Population geography is not established by the publisher README reviewed here.
Open resource →EC3 — Embodied Carbon in Construction
150,000+ verified Environmental Product Declarations (EPDs). Largest open-access database for embodied carbon in building materials.
Open resource →eTRIMS Image Database
60 annotated non-rectified facade images with 4-class and 8-class annotation variants covering irregular patterns.
Open resource →FloorPlanCAD
15,663 real-world CAD floor plans with fine-grained annotations for 30 object categories (doors, windows, furniture, equipment). ICCV 2021.
Open resource →Hypergraph Floor Plans
Nature Communications framework for automated floor plan generation using hypergraphs. Open-source Python code with graph data structures.
Open resource →HZNU Facade Dataset
624 high-resolution buildings with 43,277 annotated windows (avg 4056×3856 px) from Hangzhou, China. Includes homography matrix annotations.
Open resource →IfcLCA — Embodied Carbon from BIM
Free, open-source browser-based embodied carbon calculator. Converts IFC models to CO2-equivalent data using Swiss national carbon databases.
Open resource →MIT Places365 (Building Subset)
1.8M images (Standard) to 8M (Challenge) across 365 scene categories including many building-related categories. Download available on Kaggle and official.
Open resource →MLSTRUCT-FP — 954 Chilean Floor Plans
954 high-resolution multi-unit residential floor plans from 165 Chilean projects with wall and slab polygon annotations.
Open resource →ResBIM — Synthetic BIM Pairs
1,000+ paired samples each containing a parametric 3D Revit BIM model and annotated 2D floor plan, for BIM automation research.
Open resource →ResPlan — 17,000 Residential Floor Plans
17,000 vector-graph floor plans with precise wall, door, window, and functional space annotations. Graph representations with NetworkX compatibility.
Open resource →ROBIN — 510+ B&W Floor Plans
510 black-and-white architectural floor plans plus 122 scanned documents (ROBIN++) for document analysis and automatic retrieval.
Open resource →RPLAN — 80,788 Asian Residential Floor Plans
80,788 densely annotated floor plans from real Asian residential buildings with room types, wall distinctions, and door types. Used by HouseGAN.
Open resource →rrustom/architecture2022clean
Architecture image dataset (2022) on HuggingFace with Parquet metadata format.
Open resource →SESYD — 1,000 Synthetic Vector Floor Plans
1,000 synthetic floor plans (16 architectural symbol models). Extended SFPI version: 10,000 images with ~300,000 furniture items.
Open resource →Synthetic Floor Plans (Figshare)
2,500 synthetic single-family floor plans from T0 (2 rooms) to T4 (10 rooms) typologies, in black-and-white and color-coded versions.
Open resource →TBBR — Thermal Bridges on Building Rooftops
926 annotated images (68.5 GB) from 6 UAV flights with 5 channels (RGB + thermographic + height). 6,927 thermal bridge annotations.
Open resource →terminusresearch/photo-architecture
High-resolution building and unique architecture images on HuggingFace with Parquet metadata. Full-resolution architectural photography.
Open resource →TUM-FACADE — Point Cloud Benchmark
33 annotated building facades with ~333 million annotated LiDAR points. Semantic segmentation: windows, doors, balconies, moldings.
Open resource →WikiChurches — Fine-Grained Architectural Styles
9,485 church images with 631 bounding box annotations and architectural style labels from Wikipedia. NeurIPS 2021 Datasets & Benchmarks.
Open resource →ZAHA — Large-Scale Point Cloud Facades
601 million annotated points in 5 and 15 class variants for large-scale facade semantic segmentation. Published at WACV 2025.
Open resource →ZInD — 1,524 Homes with Floor Plans
71,474 panoramas from 1,524 real unfurnished US homes with annotated 2D/3D floor plans from 20 US cities. CVPR 2021.
Open resource →No matching resources in this tab.
Browse all datasets →A human decision first
Being data-driven goes beyond technology
It starts with good questions, trusted evidence, and clear decisions.