AI that gets biopharmaoperations work done.
Sofie brings your knowledge, the world’s regulators, specialized AI agents and your experts’ judgment into one system of work, for quality, regulatory, tech transfer, manufacturing and supply teams.

Speaking
SOFIE
LB-204 Process Transfer Plan
Source: SofieWorkspaceARShare6. Intermediate Hold Times
6.2 Receiving-site hold limits
Intermediates shall be held within the limits established in the sending-site hold-time study. Clarified harvest (HT-3) shall not exceed 96 hours at 2–8 °C.
6.3 Excursion handling
Sofie Voice, in split screen. Talk it through; watch the work get built beside you.
About Sofie VoiceBuilt across the biopharma ecosystem
- CDMOs
- Emerging biotech
- Commercial biopharma
- Life sciences technology
- Engineering & consulting
Why Sofie
Theknowledgebehindeverymedicineisspreadacrosspeople,documents,systemsandstandards.Sofieconnectsittoeveryworkflow,decisionanddeliverable,andkeepseveryconclusiontiedtoitsevidence.
The platform
One platform, from context to decision to deliverable.
Everything your team needs to move complex work forward, with Sofie working alongside them in every surface.
Every program, with its context attached
Files, conversations, deliverables, meetings and collaborators organized around each program, site or client, synced from SharePoint, OneDrive and Google Drive.
Explore WorkspacesDocuments that survive the trip to Word
Sofie drafts, redlines and cites inside a Word-faithful editor your team co-edits in real time, with tracked changes, comments and templates.
Explore CoDraftAnalysis you can see and edit
Batch data, trending and comparisons in a real spreadsheet: formulas, pivots and charts, with Sofie filling columns and explaining what changed.
Explore CoSheetFrom conversation to client-ready
Decks, dashboards, pages and live trackers that stay connected to the data and chat that produced them. Export to PowerPoint, PDF or video.
Explore SurfacesAgents that hand work to each other
Coordinate specialized agents across research, comparison and drafting, with the review points and approvals your experts define.
Explore OrchestrationsWorking sessions that write themselves up
Live transcripts with speakers, notes shaped to the meeting type, and decisions and actions that flow into the work.
Explore CoMeeting

Workspaces / Tech Transfer
LB-204 Tech Transfer
Files
Members
Syncing from SharePoint · 231 files
Recent files
Name · ModifiedThe Sofie stack
Five layers. One system of work.
01Your knowledge
SOPs, batch records, protocols, specifications and prior work: synced from SharePoint, OneDrive and Google Drive into Workspaces, searchable to the page.
Explore02The regulatory world
Nine authorities and 36 live sources, from 21 CFR to Form 483s, EudraGMDP and PMDA review reports. Refreshed daily, every claim cited.
Explore03Institutional memory
Your role, products, preferences and past decisions, kept as governed memory, so work starts where it left off.
Explore04Specialized agents
Orchestrations coordinate agents across research, comparison and drafting, pausing at the review points your experts define.
Explore05Review-ready work
CoDrafts, CoSheets and Surfaces your team edits together: the deliverable, with its sources attached.
Explore
New · Regulatory Intelligence
The entire regulatory world.
One question away.
Official regulations, guidance, inspections, recalls, shortages and approvals from nine authorities, refreshed every day. Every answer traces to its source, page and date.
- regulatory records
- 0+
- official documents
- 0+
- live source connectors
- 0
- authorities, from FDA to PMDA
- 0
regulatory records
official documents
live source connectors
authorities, from FDA to PMDA


Launch film · Nine regulators, one place, updated every day
FDA drug establishment registrations
10,477 sites. 83 countries.
10,477 FDA-registered drug sites · 83 countries
Ready on day one
116 workflows. 139 templates. Built by operators.
Start from prebuilt biopharma workflows for tech transfer, CQV, quality records, supply chain and regulatory work, or configure your own around the way your organization operates.
Tech Transfer
Tech Transfer Charter Generator
~20–35 hrs per TTC document
Process Development
Process Development Plan Author
~25–45 hrs per PDP document
Analytical Development
Analytical Development Plan Author
~20–35 hrs per ADP document
Tech Transfer
MSAT Execution Plan Author
~25-40 hrs per MEP document
Tech Transfer
MSAT Execution Summary Author
~20–35 hrs per MES document
Tech Transfer
Analytical Transfer Summary Author
~15–25 hrs per ATS document
Tech Transfer
Scale-Down Model Qualification Protocol Author
~20–35 hrs per SDMQ Protocol
CQV
Process Validation Protocol Author
~20–35 hrs per PVP document
CQV
Continued Process Verification Summary Author
~20–35 hrs per CPVS document
Analytical Development
Analytical Validation Summary Author
Substantial hours saved per Analytical Validation Summary versus manual authoring
Tech Transfer
Comparability Report Author
~20–35 hrs per CR document
Quality Records
Quality Risk Assessment (QRM / FMEA, ICH Q9)
15–30 hours across SMEs — convening workshops, building FMEA tables by hand, and normalizing scores.
Quality Records
Site Master File (SMF)
Days to weeks across QA / Regulatory — compiling nine chapters by hand, chasing current site data, retyping tables, and re-checking against the PIC/S format.
Supply Chain
Aseptic Process Simulation (Media Fill)
15–30 hours across MSAT and QA — building worst-case rationale, intervention matrices, and acceptance tables by hand.
Analytical Development
Stability Study
Days of manual table-building, trend analysis, and formatting per report.
Analytical Development
Viral Safety / Adventitious Agent Assessment
Days to weeks across virology and QA — collating cell-bank, testing, and clearance data by hand, reconciling LRVs against criteria, and re-checking against Q5A(R2).
Supply Chain
Supplier Qualification
20–40 hours of supplier-quality time gathering evidence, mapping it to criteria, and formatting the assessment by hand.
Supply Chain
Clinical / IMP Supply Plan
30–60 hours across clinical supply and QA building demand models, coverage tables, and distribution plans by hand.
Tech Transfer
Tech Transfer Charter Generator
~20–35 hrs per TTC document
Process Development
Process Development Plan Author
~25–45 hrs per PDP document
Analytical Development
Analytical Development Plan Author
~20–35 hrs per ADP document
Tech Transfer
MSAT Execution Plan Author
~25-40 hrs per MEP document
Tech Transfer
MSAT Execution Summary Author
~20–35 hrs per MES document
Tech Transfer
Analytical Transfer Summary Author
~15–25 hrs per ATS document
Tech Transfer
Scale-Down Model Qualification Protocol Author
~20–35 hrs per SDMQ Protocol
CQV
Process Validation Protocol Author
~20–35 hrs per PVP document
CQV
Continued Process Verification Summary Author
~20–35 hrs per CPVS document
Analytical Development
Analytical Validation Summary Author
Substantial hours saved per Analytical Validation Summary versus manual authoring
Tech Transfer
Comparability Report Author
~20–35 hrs per CR document
Quality Records
Quality Risk Assessment (QRM / FMEA, ICH Q9)
15–30 hours across SMEs — convening workshops, building FMEA tables by hand, and normalizing scores.
Quality Records
Site Master File (SMF)
Days to weeks across QA / Regulatory — compiling nine chapters by hand, chasing current site data, retyping tables, and re-checking against the PIC/S format.
Supply Chain
Aseptic Process Simulation (Media Fill)
15–30 hours across MSAT and QA — building worst-case rationale, intervention matrices, and acceptance tables by hand.
Analytical Development
Stability Study
Days of manual table-building, trend analysis, and formatting per report.
Analytical Development
Viral Safety / Adventitious Agent Assessment
Days to weeks across virology and QA — collating cell-bank, testing, and clearance data by hand, reconciling LRVs against criteria, and re-checking against Q5A(R2).
Supply Chain
Supplier Qualification
20–40 hours of supplier-quality time gathering evidence, mapping it to criteria, and formatting the assessment by hand.
Supply Chain
Clinical / IMP Supply Plan
30–60 hours across clinical supply and QA building demand models, coverage tables, and distribution plans by hand.
Tech Transfer
Process Transfer Plan Author
~25–40 hrs per PTP document
Process Development
Process Development Report Author
~25–45 hrs per PDR document
Analytical Development
Analytical Development Report Author
~25–45 hrs per ADR document
Tech Transfer
Process Characterization Plan Author
~20–35 hrs per PCP document
Tech Transfer
Process Characterization Summary Author
~15–25 hrs per PCS document
Tech Transfer
Technology Transfer Summary Author
~35–50 hrs per TTS document
Tech Transfer
Scale-Down Model Qualification Report Author
~20–35 hrs per SDMQ Report
CQV
Process Validation Summary Author
~20–35 hrs per PVS document
Analytical Development
Analytical Validation Plan Author
~25–40 hrs per AVP document
Tech Transfer
Comparability Plan Author
~20–35 hrs per CP document
Tech Transfer
Knowledge Gap Assessment
~15–25 hrs per knowledge gap assessment
Quality Records
Data Integrity Assessment
Days across QA and IT — pulling configurations and access matrices by hand, mapping data flows, and cross-checking ALCOA+ against Part 11 and Annex 11.
Supply Chain
Master Batch Record (MBR)
30–60 hours across MSAT and production — drafting, formatting, and cross-checking every step and parameter by hand.
Business Development
Capability Pitch Deck
Days hunting through old decks, case studies, and quality records to assemble a story.
Analytical Development
Reference Standard Qualification
Business Operations
Capital Expenditure (CapEx) Justification
40–80 hours across finance, engineering, and manufacturing building the model and narrative by hand.
Business Operations
EHS Risk Assessment / Job Hazard Analysis
8–20 hours across EHS — walking the task, listing hazards by hand, scoring risk in a spreadsheet, and re-checking each control against OSHA and ISO 45001.
Quality Records
Quality Agreement
Tech Transfer
Process Transfer Plan Author
~25–40 hrs per PTP document
Process Development
Process Development Report Author
~25–45 hrs per PDR document
Analytical Development
Analytical Development Report Author
~25–45 hrs per ADR document
Tech Transfer
Process Characterization Plan Author
~20–35 hrs per PCP document
Tech Transfer
Process Characterization Summary Author
~15–25 hrs per PCS document
Tech Transfer
Technology Transfer Summary Author
~35–50 hrs per TTS document
Tech Transfer
Scale-Down Model Qualification Report Author
~20–35 hrs per SDMQ Report
CQV
Process Validation Summary Author
~20–35 hrs per PVS document
Analytical Development
Analytical Validation Plan Author
~25–40 hrs per AVP document
Tech Transfer
Comparability Plan Author
~20–35 hrs per CP document
Tech Transfer
Knowledge Gap Assessment
~15–25 hrs per knowledge gap assessment
Quality Records
Data Integrity Assessment
Days across QA and IT — pulling configurations and access matrices by hand, mapping data flows, and cross-checking ALCOA+ against Part 11 and Annex 11.
Supply Chain
Master Batch Record (MBR)
30–60 hours across MSAT and production — drafting, formatting, and cross-checking every step and parameter by hand.
Business Development
Capability Pitch Deck
Days hunting through old decks, case studies, and quality records to assemble a story.
Analytical Development
Reference Standard Qualification
Business Operations
Capital Expenditure (CapEx) Justification
40–80 hours across finance, engineering, and manufacturing building the model and narrative by hand.
Business Operations
EHS Risk Assessment / Job Hazard Analysis
8–20 hours across EHS — walking the task, listing hazards by hand, scoring risk in a spreadsheet, and re-checking each control against OSHA and ISO 45001.
Quality Records
Quality Agreement
Tech Transfer
Analytical Transfer Plan Author
~18–28 hrs per ATP document
Process Development
Process Development Summary Author
~30–50 hrs per PDS document
Analytical Development
Analytical Development Summary Author
~25–45 hrs per ADS document
Tech Transfer
Technology Transfer Plan Author
~20–35 hrs per TT Plan document
Tech Transfer
Process Transfer Summary Author
~20–30 hrs per PTS document
Tech Transfer
Scale-Down Model Qualification Plan Author
~20–35 hrs per SDMQ Plan
CQV
Process Validation Plan Author
~25–40 hrs per PVP document
CQV
Continued Process Verification Plan Author
~20–35 hrs per CPVP document
Analytical Development
Analytical Validation Protocol Author
~20–30 hrs per AVPr document
Tech Transfer
Comparability Protocol Author
~20–35 hrs per CPR document
Tech Transfer
Lifecycle Management Plan Author
~25–40 hrs per LMP document
Quality Records
Product Quality Review (APR/PQR)
20–40 hours across QA — pulling logs by hand, retyping tables, chasing reconciliation, and re-checking against the regulation.
Supply Chain
In-Process Control & Sampling Plan
15–30 hours building control tables and justifying sample sizes by hand against the standards.
CQV
Cleaning Validation
Analytical Development
Container Closure Integrity (CCI) Study
Supply Chain
Purchase Requisition / Sourcing Package
Hours spreadsheeting apples-to-oranges quotes by hand
Business Operations
Preventive Maintenance & Calibration Program
Days across metrology, QA, and facilities — reconciling registers, tolerances, intervals, and CMMS status by hand, then re-checking against ISO/IEC 17025 and Annex 15.
Supply Chain
Supply Chain Risk & Continuity Plan
Tech Transfer
Analytical Transfer Plan Author
~18–28 hrs per ATP document
Process Development
Process Development Summary Author
~30–50 hrs per PDS document
Analytical Development
Analytical Development Summary Author
~25–45 hrs per ADS document
Tech Transfer
Technology Transfer Plan Author
~20–35 hrs per TT Plan document
Tech Transfer
Process Transfer Summary Author
~20–30 hrs per PTS document
Tech Transfer
Scale-Down Model Qualification Plan Author
~20–35 hrs per SDMQ Plan
CQV
Process Validation Plan Author
~25–40 hrs per PVP document
CQV
Continued Process Verification Plan Author
~20–35 hrs per CPVP document
Analytical Development
Analytical Validation Protocol Author
~20–30 hrs per AVPr document
Tech Transfer
Comparability Protocol Author
~20–35 hrs per CPR document
Tech Transfer
Lifecycle Management Plan Author
~25–40 hrs per LMP document
Quality Records
Product Quality Review (APR/PQR)
20–40 hours across QA — pulling logs by hand, retyping tables, chasing reconciliation, and re-checking against the regulation.
Supply Chain
In-Process Control & Sampling Plan
15–30 hours building control tables and justifying sample sizes by hand against the standards.
CQV
Cleaning Validation
Analytical Development
Container Closure Integrity (CCI) Study
Supply Chain
Purchase Requisition / Sourcing Package
Hours spreadsheeting apples-to-oranges quotes by hand
Business Operations
Preventive Maintenance & Calibration Program
Days across metrology, QA, and facilities — reconciling registers, tolerances, intervals, and CMMS status by hand, then re-checking against ISO/IEC 17025 and Annex 15.
Supply Chain
Supply Chain Risk & Continuity Plan
Sequences & Memory
Work that runs on its own. Context that carries forward.
Sequences handle the recurring and the reactive: a brief every weekday morning, a supplier review when FDA posts a new Form 483, follow-ups when a meeting ends. Memory keeps your team’s standards, preferences and past decisions at hand, and your admins decide what it keeps.

Your sequences
Supplier 483 watch
Regulatory change published
Weekday quality brief
Every weekday 7:00
Meeting follow-ups
Transcript ready
USP revision watch
Regulatory change published
When
FDA posts a Form 483 for a approved supplier
40 suppliers · 57 sites
Only if
Observations mention sterility or aseptic processing
Checked on each posting
Then
Run Supplier Risk orchestration
Updates the Supplier risk Surface
Then
Draft notice to Quality
Needs approval before sending
Run log · today
Checked every 6 hProven outcomes
- average time savings per workflow
- 60–80%
- workflows improved across operations in the first 30 days
- 10–15
- of hours returned to teams each month
- Hundreds

00:00:00:00
Customer story · Cory Lewis, CEO · In production
INCOG Biopharma × Sofie
“With Sofie, our team members have completed in minutes work that would have taken hours or days. That's not a one-time thing. We've seen it across workflows, across functions. I'm a believer.”
Trust & security
Built for work that ends up in front of an inspector.
Every customer runs in an isolated environment, with the controls and oversight regulated operations demand.
More about securityAn isolated deployment for every customer
Your own AWS environment: a dedicated VPC, private subnets and an encrypted database. Never shared.
Your data never trains a model
Customer content is used to do your work, and nothing else.
Enterprise sign-in
SAML SSO with Okta, Entra ID, Google and more, passkey MFA and configurable idle timeouts.
Human approval where it matters
Sending, sharing and unattended work pause for approval by default.
Evidence for every conclusion
Answers carry page-level citations; missing evidence is flagged, never invented.
Audit trail and access reviews
Security events, access reviews and record history you can hand to an auditor.
Start with one workflow.
Measure it. Then expand.
In a working session we choose a priority workflow, define your standards and review points, and agree how to measure speed, quality and capacity. Then you evaluate Sofie's work before deciding whether to expand.



