Turn fragmented bioprocess data into a complete scientific record.
BioMedAna Hub connects bioreactors, PAT, historians, ELN, LIMS, MES, lab systems, files and APIs. Modality-trained AI/ML maps these sources to scientific context and flags missing or inconsistent data before records enter Hub.
A useful twin starts with a trustworthy representation of what actually happened.
02 — FROM SOURCE TO CONTEXT
Connect once. Keep the science attached.
Hub meets the process where it already lives. Watch raw records from six systems become one scientific record: typed, mapped, standardized and checked before anything is trusted.
Bioreactors, PAT, historians, ELN, LIMS and MES stay where they are. Hub reads them, read-only.
Every value is recognised: timestamp, measurement, event, sample or material.
Each record attaches to the run, phase, material, event, sample or assay it belongs to.
Units, names and time are normalised, so 2380 mg/L and 2.38 g/L stop being two numbers.
Gaps and exceptions are flagged and resolved before anything enters the governed record.
FROM SOURCE TO SCIENTIFIC CONTEXTValidate completeness
Bioreactor DCS
PAT · Raman
Historian
ELN
LIMS
MES
Run
Phase
Material
Event
Sample
Assay
VALUETemp 37.0 °C✓
VALUEDO 41 %✓
VALUEGlucose 4.1 mM✓
TIMESTAMPDay 3 · 14:02✓
VALUEpH 7.02✓
EVENTFeed start · day 3✓
MATERIALMedia lot M-0522✓
VALUETiter 2.38 g/L✓
SAMPLES-0143 · day 13✓
MATERIALFEED-LOT-88✓
EVENTProduction phase✓
VALUEAggregate 1.9 %✓
SCIENTIFIC RECORDRun BA-2417 · mAb fed-batch
100% complete · 12 linked records · provenance kept
BioHub connects process sources, maps batches and phases to scientific context, standardizes units and terminology, and checks completeness and provenance before evidence enters the governed record. A run is a specific material, setup, sequence of events, operating window and outcome; Hub makes those relationships explicit and queryable.
03 — GENEALOGY, TRACED LIVE
Every lot, batch and assay. Connected, never assumed.
The material-lot → batch → sample → assay chain that a quarantine or an out-of-spec result touches — traced node by node, running continuously so the relationships are never a one-time export.
Sample & Material Genealogy
Live trace forward from a material lot to impacted batches, or backward from an assay exception to contributing materials — running continuously, one relationship revealed at a time.
Forward lot impact — FEED-LOT-88 (quarantined): contributed to 3 batches and 12 samples. The linked HCP failure (412 ppm) traces back through S-0143 to this feed lot; remaining batches within specification. · tracing 0/14…
04 — ONE RUN, EVERY LAYER ALIGNED
What a run looks like when nothing is lost.
Phases, online signals, operator events and offline samples — all on one timeline, all pointing at the same process moment. This is the record every investigation starts from.
RUN BA-2417 · mAb FED-BATCH · 200 LONE RECORD · EVERY MEASUREMENT ALIGNED
PHASES
INOCULATIONGROWTHPRODUCTIONHARVEST
ONLINE SIGNALS
DAY 8.7 · PRODUCTIONVCD 19.9 ×10⁶/mLDO 39 %pH 6.99
VCDDOpH
EVENTS
Feed start
DO excursion · resolved
Media lot change
Harvest criteria met
OFFLINE SAMPLES
S-0144 · Titer · glycans — matched to day 8.4
MATERIALS: seed train N-2 → N-1 → N · media lot M-052248 relationships · full provenance ✓
BioMedAna ASSIST & AGENTS● LIVE · ILLUSTRATIVE WORKSPACE
ASSIST & AGENTS / COORDINATEEXAMPLE DATA
SCIENTIFIC REQUEST
“”
01Data readinessCheck context
Queued
02Hybrid modelingCompare scenarios
Queued
03Study designPrepare a DoE
Queued
04Scientific reviewFlag evidence gaps
Queued
ACTIVITY
Waiting for the request…
OUTPUTS FOR REVIEW
▤ Model configuration ↗▤ Scenario comparison ↗▤ Study proposal ↗
Illustrative data · expert review requiredASSIST & AGENTS / 03
06 — BioMedAna ASSIST
Ask the scientific question. Keep the work behind the answer.
Assist is the platform-wide interface to specialist agents. Start with Hub evidence, then analyze data, build digital twins, plan DoE studies and create reports—with calculations, assumptions and sources available for review.
01Investigate
Move from an excursion to aligned events, comparison cohorts and testable hypotheses.
02Analyze
Run guided comparisons and calculations against governed process context.
03Create
Build a seven-section scientific report or concise executive brief.
04Review
Inspect linked evidence, limitations and human-review status before use.
ILLUSTRATIVE PRODUCT VIEW — EXAMPLE DATA SHOWN. Assist outputs require scientific review; available actions depend on role and deployment configuration.
07 — MODALITY CONTEXT
Same evidence chain. Different scientific record.
Switch modalities to see how the shared platform core carries different semantics, measurements and decisions.
CHO · FED-BATCH DSP
MAB-DSP-R001
Context complete
Starting mass1,040 g
Final mass830.2 g
Recovery79.8%
Purity99.24%
1
Harvest clarification aligned
2
Protein A capture linked
3
8 unit operations traced to drug substance
GLOBAL SEARCH · SAVED VIEWS
searching…
08 — FIND ANYTHING, KEEP THE CONTEXT
Search across object boundaries. Never lose provenance.
Runs, batches, materials, samples, projects, reports and formulas are searchable as one governed evidence surface. Save a query as a reusable view and share it with the team.
Unified search across runs, batches and materials
Saved, shareable evidence views for recurring investigations
Scope by object type without losing cross-links
09 — THE HOURS COME BACK
Data preparation is not science. Stop paying for it twice.
Teams pay once in scientist hours, then again in slower decisions. When Hub keeps the record connected and current, investigation starts at the question — not at the export button.
Investigations start from an already-aligned record
Recurring reports draw from live, governed views
Every team works from the same evidence, not competing spreadsheets
Data preparation & huntingScience & decisions
TODAY
62%38%
Exporting, cleaning, aligning timestamps and rebuilding context by hand
WITH BioMedAna
18%82%
Context connected and maintained by the platform — science gets the hours back
Illustrative split, based on how bioprocess teams commonly report their analysis time. Actual results depend on systems, scope and deployment.
10 — WHO USES THE RECORD
Designed for the teams closest to the process.
01Process Development
Compare runs and optimize conditions
02MSAT
Support transfer, comparability and investigations
03Manufacturing Sciences
Analyze batch behavior, trends and deviations
04R&D Digital & Data
Provide governed, reusable data products
05Quality & CMC
Trace evidence, calculations and conclusions
06Leadership
Monitor process maturity and portfolio risk
KNOWLEDGE THAT COMPOUNDS
Most organizations rent their process knowledge. BioMedAna lets you own it.
When evidence, context and decisions stay connected, every campaign starts further ahead than the last. When they live in files, folders and people's heads, the learning curve resets with every departure, transfer and reorg.
Every investigation adds to a permanent, searchable record
Tech transfer carries the evidence, not just the report
New scientists inherit context on day one
Connected evidence in BioMedAnaFiles, slides & SME memory
Reusable process knowledgeSuccessive runs & campaigns
THE COMPOUNDING EFFECTRun 12 starts where run 11 finished — with its evidence, context and decisions attached.
WITHOUT CONTEXTKnowledge plateaus as people, files and folders move on.
MSAT WORKFLOW
Investigate batch variability. Evaluate the next decision.
Follow a batch-performance signal through evidence comparison, competing hypotheses and a governed scenario review.
Hub connects, standardizes and contextualizes bioprocess data so teams can review runs, investigations and reports against the same evidence-linked record.
Which sources can Hub use?
BioMedAna describes connections to bioreactors, PAT, historians, ELN, LIMS, MES, laboratory systems, files and APIs. Confirm connector and schema support against your own sources during a pilot.
How is Hub related to Twin?
Hub provides process context and source lineage. Twin uses that context for prediction and simulation, with model fitness assessed for the intended process and decision.
CHEMICAL & PHARMACEUTICAL APIs
Connect the evidence behind every reaction step.
Bring API product and route versions, reaction runs, reagent lots, dosing schedules, process time series and analytical assays into the same context. Trace conversion, selectivity, purity, impurities and material-balance residuals back to their source records.