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 13 leading MES platforms (Werum PAS-X, Siemens Opcenter Execution Pharma, Rockwell PharmaSuite, Emerson Syncade, DELMIA Apriso, Tulip, Opstrakker, SAP DMC, Vimachem, Apprentice Tempo, Aizon, Critical Manufacturing, AVEVA MES) 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
10 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.
