A4BEE Service Portal
Know your digital maturity.
Get a plan your team can execute.
Take a free assessment, see your score against industry peers, and follow a structured path — Audit, Build, Care — through the assessments, services, and resources that fit where you actually are.
How it works
One ladder, four offerings
Every track — Digital Lab, Digital CDMO, Enterprise AI, Agents — follows the same three rungs. Start free with an assessment, move into a scoped engagement, then keep it running.

Audit
Free self-assessments and diagnostic resources surface where you actually stand — scored, benchmarked against peers, no guesswork.
Build
Blueprints, PoCs, and implementation engagements turn the gap into a plan, then into working software or a validated process.
Care
Retainers and ongoing advisory keep the thing you built current as the technology, the regulation, and your team all move.
Pick your track
Four ways in — same ladder
- Digital Lab
Integration & Automation — connect your instruments, ELN/LIMS and IT into one AI-ready, audit-proof laboratory.
Explore → - Digital CDMO
Production & Compliance — digitalise tech transfer, batch records and process verification. Paperless, inspection-ready, released faster.
Explore → - Enterprise AI
Data & AI — the governed data platform, knowledge graph, GxP-validated RAG and digital twin that everything else runs on.
Explore → - Agents
Automation & Scale — production-grade AI agents that do real work across the lab, finance, processes, IT and HR. Pick one, prove it in weeks, scale what works.
Explore →
Start free
10 assessments
- Questionnaire
Digital Strategy Readiness
A 12-question check on how prepared your organization is to execute a digital strategy. Takes about 5 minutes.
- Questionnaire
Digital Twin Maturity
A4BEE's published Digital Twin Maturity Model — evidence-based assessment across six data & technology enablers plus organizational alignment. 21 questions probing concrete practices, ~9 minutes.
- Maturity rubric
Plant Digital Readiness
A 7-dimension self-assessment of plant digital readiness. Pick the level whose description best matches your plant today. ~7 minutes.
- Questionnaire
Electronic Batch Record (eBR) Readiness
A 20-question check on whether your plant is ready to move from paper batch records to a fully electronic, connected eBR — and what the real bottleneck is. ~9 minutes. The principle: eBR failures are sequencing failures, not technology failures.
- Questionnaire
CPV Digital Maturity
A 15-question evidence-based assessment of Continued Process Verification (CPV) digital maturity. Probes actual practices across five dimensions, not self-rating. ~7 minutes.
- Questionnaire
Digital Strategy Maturity
A 9-question cross-domain assessment of where your digital strategy actually sits. Three pillars combined into one read: business strategy, IT & digital capability, and operating model — measured separately, scored together. ~5 minutes.
- Questionnaire
Data & AI Maturity
A 21-question evidence-based maturity assessment of your org's ability to deliver data + AI capability — not at the strategic level (that's the Digital Strategy Maturity assessment), but at the operational + capability level. Seven dimensions, five maturity levels, ~10 minutes.
- Questionnaire
Find Your LIMS
A 27-question needs-finder that ranks 8 leading LIMS platforms (LabWare, LabVantage, Thermo SampleManager, STARLIMS, Benchling, Illumina Clarity, Labguru, LabKey) against your lab's actual requirements. Nine dimensions covering compliance, deployment, scale, scientific domain, integration, budget, and urgency. ~10 minutes.
- Questionnaire
Find Your MES
A 27-question needs-finder that ranks 8 leading MES platforms (Werum PAS-X, Siemens Opcenter Execution Pharma, Rockwell PharmaSuite, Emerson Syncade, DELMIA Apriso, Tulip, Opstrakker, SAP DMC) against your plant's actual requirements. Nine dimensions covering compliance, deployment, scale, process / discrete mix, ERP + automation integration, budget, and urgency. ~10 minutes.
- Questionnaire
Find Your ELN
Twenty Electronic Lab Notebooks, one shortlist. Answer 27 questions about your lab's regulatory load, science, scale, budget, and how much you hate vendor lock-in — and get a ranked ELN shortlist matched to your needs, with honest concerns and source-cited data for procurement. ~9 minutes.
Need hands-on help
14 services
Workshop, diagnostic, blueprint, implementation, retainer — real prices, no contact-us-for-quote.
Browse services →Want the research first
20 resources
Comparisons, maturity models, and templates for teams running A4BEE assessments.
Browse resources →Not sure which assessment fits?
Tell us what you're trying to figure out and a practitioner will point you at the right starting move — assessment, resource, or a short call. A conversation, not a pitch.
