# Invert

> Invert provides infrastructure and intelligence for bioprocess — for biopharma, synthetic biology, and CDMO teams. It unifies data from bioreactors, historians, LIMS, and ELN systems; enables monitoring, reporting, and analysis; and adds a bioprocess-native AI teammate ("Invert Assist") on top. Invert supports biologics (mAbs, proteins, ADCs, biosimilars, vaccines), cell therapy, gene therapy & viral vectors, microbial fermentation, and oligonucleotide/small-molecule programs. The platform is SOC 2 Type II compliant, ISO 27001 certified, and supports FDA 21 CFR Part 11 requirements.

Every page on this site is available as raw markdown. For blog, changelog, docs, and legal pages, append `.md` to the URL (e.g. `/blog/how-invert-uses-batch-context.md`, `/changelog/2026-04-01-custom-events.md`, `/docs/analysis.md`, `/terms.md`). Marketing, product, and solutions pages also expose `.md` variants (e.g. `/product/foundation.md`, `/solutions/biologics.md`); the homepage is at `/index.md`. Agents that send `Accept: text/markdown` receive markdown automatically. The site also exposes:

- [llms-full.txt](https://invertbio.com/llms-full.txt) — every blog post, changelog entry, docs article, and legal document concatenated as a single corpus.
- [skill.md](https://invertbio.com/skill.md) — agent skill describing how to research bioprocess questions against this site.
- [MCP server](https://invertbio.com/mcp) — first-class search/fetch tools over the same content (JSON-RPC at `/mcp`).
- [Sitemap](https://invertbio.com/sitemap.xml) — XML sitemap of every indexable URL.

## Aggregated indexes

- [Docs index](https://invertbio.com/docs.md) — [HTML](https://invertbio.com/docs) — every user guide, API reference page, and FAQ entry.
- [Changelog index](https://invertbio.com/changelog.md) — [HTML](https://invertbio.com/changelog) — every product update; supports `?since=YYYY-MM-DD`.
- [Blog index](https://invertbio.com/blog.md) — [HTML](https://invertbio.com/blog) — every blog post; supports `?since=` and `?category=`.

## Product

- [Foundation](https://invertbio.com/product/foundation.md) — [HTML](https://invertbio.com/product/foundation) — Enterprise bioprocess data layer — unified namespace, pre-built connectors, and end-to-end data lineage across instruments, historians, LIMS, and ELN.
- [Intelligence](https://invertbio.com/product/intelligence.md) — [HTML](https://invertbio.com/product/intelligence) — Invert Assist — a bioprocess-native AI teammate that turns hard process questions into traceable answers in minutes.
- [Enablement](https://invertbio.com/product/enablement.md) — [HTML](https://invertbio.com/product/enablement) — Monitor live runs against historical baselines, reopen any run in context, and build reports other teams actually use.
- [Integrations](https://invertbio.com/product/integrations.md) — [HTML](https://invertbio.com/product/integrations) — Pre-built connectivity to bioreactors (Sartorius, Eppendorf, Applikon, Distek, Solaris, PBS Biotech, Infors HT), historians, LIMS, ELN, and enterprise data stores (Snowflake, S3, SharePoint).

## Solutions by process

- [Biologics](https://invertbio.com/solutions/biologics.md) — [HTML](https://invertbio.com/solutions/biologics) — mAbs, proteins, ADCs, biosimilars, vaccines. One platform bench through PPQ, across every scale and CDMO.
- [Cell Therapy](https://invertbio.com/solutions/cell-therapy.md) — [HTML](https://invertbio.com/solutions/cell-therapy) — End-to-end material traceability for cell therapy programs, even when batch records live on paper.
- [Gene Therapy & Viral Vectors](https://invertbio.com/solutions/gene-therapy.md) — [HTML](https://invertbio.com/solutions/gene-therapy) — Adaptive process development for AAV, lentiviral, and adenoviral programs.
- [Microbial & Fermentation](https://invertbio.com/solutions/microbial.md) — [HTML](https://invertbio.com/solutions/microbial) — Automated capture, cross-run learning, and bioprocess-native AI across bacteria, yeast, industrial strains, and precision fermentation.
- [Oligonucleotides & Small Molecule](https://invertbio.com/solutions/oligonucleotide.md) — [HTML](https://invertbio.com/solutions/oligonucleotide) — Unified synthesis, conjugation, and analytical data for ASOs, siRNA, and synthesis/purification workflows.
- [CDMO](https://invertbio.com/solutions/cdmo.md) — [HTML](https://invertbio.com/solutions/cdmo) — Multi-client bioprocess data layer — more programs, better executed, same assets, better margin.

## Solutions by role

- [Process Development](https://invertbio.com/solutions/process-development.md) — [HTML](https://invertbio.com/solutions/process-development) — Cross-run context, analytical integration, and Assist for PD scientists who run lean and move fast.
- [MSAT](https://invertbio.com/solutions/msat.md) — [HTML](https://invertbio.com/solutions/msat) — PD and manufacturing bridged — 21 CFR batch record management, root-cause analysis with historical context.
- [R&D Digital](https://invertbio.com/solutions/rd-digital.md) — [HTML](https://invertbio.com/solutions/rd-digital) — Bioprocess-native, enterprise-grade, and adored by the scientists you support.
- [Leadership](https://invertbio.com/solutions/leadership.md) — [HTML](https://invertbio.com/solutions/leadership) — An enterprise bioprocess data asset that compounds with every run. For leaders who own P&L, AI strategy, and the adoption problem.

## Case studies

- [Case studies (index)](https://invertbio.com/case-studies.md) — [HTML](https://invertbio.com/case-studies) — All Invert customer case studies.
- [Digital Twin](https://invertbio.com/case-studies/digital-twin.md) — [HTML](https://invertbio.com/case-studies/digital-twin) — How a Top 10 biopharma operationalized its digital twin by closing the Ambr250 data gap with Invert — $2M+ investment unlocked.
- [CMC Biologics](https://invertbio.com/case-studies/cmc-biologics.md) — [HTML](https://invertbio.com/case-studies/cmc-biologics) — 3,000+ FTE hours per program recovered by replacing manual data assembly with Invert.
- [Bioreactor Platforms / PD & MSAT](https://invertbio.com/case-studies/bioreactor-platforms.md) — [HTML](https://invertbio.com/case-studies/bioreactor-platforms) — Clinical-stage cell therapy company unified process data across PD and MSAT, replacing a legacy historian with zero new headcount.

## Docs

- [User Guides](https://invertbio.com/docs/user-guides.md) — [HTML](https://invertbio.com/docs/user-guides) — Step-by-step walkthroughs of every Invert feature — from scheduling experiments to building reports.
- [API Reference](https://invertbio.com/docs/api.md) — [HTML](https://invertbio.com/docs/api) — Query the Invert database programmatically using SQL. Authentication, available views, and example queries.
- [FAQ](https://invertbio.com/docs/faq.md) — [HTML](https://invertbio.com/docs/faq) — Quick answers to common questions about mappings, graphing, events, experiments, and more.

### All docs articles

- [Schedule](https://invertbio.com/docs/schedule.md) — [HTML](https://invertbio.com/docs/user-guides/schedule)
- [Import](https://invertbio.com/docs/import.md) — [HTML](https://invertbio.com/docs/user-guides/import)
- [Runs](https://invertbio.com/docs/runs.md) — [HTML](https://invertbio.com/docs/user-guides/runs)
- [Library](https://invertbio.com/docs/library.md) — [HTML](https://invertbio.com/docs/user-guides/library)
- [Run Summary](https://invertbio.com/docs/run-summary.md) — [HTML](https://invertbio.com/docs/user-guides/run-summary)
- [Analysis](https://invertbio.com/docs/analysis.md) — [HTML](https://invertbio.com/docs/user-guides/analysis)
- [Reports](https://invertbio.com/docs/reports.md) — [HTML](https://invertbio.com/docs/user-guides/reports)
- [Assist](https://invertbio.com/docs/assist.md) — [HTML](https://invertbio.com/docs/user-guides/assist)
- [Skills](https://invertbio.com/docs/skills.md) — [HTML](https://invertbio.com/docs/user-guides/skills)
- [Authentication](https://invertbio.com/docs/authentication.md) — [HTML](https://invertbio.com/docs/api/authentication)
- [Core views](https://invertbio.com/docs/core.md) — [HTML](https://invertbio.com/docs/api/core)
- [DSP views](https://invertbio.com/docs/dsp.md) — [HTML](https://invertbio.com/docs/api/dsp)
- [What is a mapping?](https://invertbio.com/docs/what-is-a-mapping.md) — [HTML](https://invertbio.com/docs/faq/what-is-a-mapping)
- [Filtering the runs list](https://invertbio.com/docs/filtering-the-runs-list.md) — [HTML](https://invertbio.com/docs/faq/filtering-the-runs-list)
- [How do I save an analysis on Invert?](https://invertbio.com/docs/how-do-i-save-an-analysis.md) — [HTML](https://invertbio.com/docs/faq/how-do-i-save-an-analysis)
- [How does graphing work?](https://invertbio.com/docs/how-does-graphing-work.md) — [HTML](https://invertbio.com/docs/faq/how-does-graphing-work)
- [How do I organize runs using Experiments?](https://invertbio.com/docs/how-do-i-organize-runs-using-experiments.md) — [HTML](https://invertbio.com/docs/faq/how-do-i-organize-runs-using-experiments)
- [How can I annotate data using events?](https://invertbio.com/docs/how-can-i-annotate-data-using-events.md) — [HTML](https://invertbio.com/docs/faq/how-can-i-annotate-data-using-events)
- [How do I assign friendly run names?](https://invertbio.com/docs/how-do-i-assign-friendly-run-names.md) — [HTML](https://invertbio.com/docs/faq/how-do-i-assign-friendly-run-names)
- [What does the Live indicator mean?](https://invertbio.com/docs/what-does-the-live-indicator-mean.md) — [HTML](https://invertbio.com/docs/faq/what-does-the-live-indicator-mean)
- [Configure SAML/SSO on Microsoft Entra ID (Azure AD)](https://invertbio.com/docs/configure-saml-sso.md) — [HTML](https://invertbio.com/docs/faq/configure-saml-sso)

## Changelog

- [Changelog](https://invertbio.com/changelog.md) — [HTML](https://invertbio.com/changelog) — Product updates and new features, 2022–present.

### All changelog entries

- **2026-04-03** — [Skills](https://invertbio.com/changelog/2026-04-03-skills.md) — [HTML](https://invertbio.com/changelog/2026-04-03-skills)
- **2026-04-01** — [Custom Events](https://invertbio.com/changelog/2026-04-01-custom-events.md) — [HTML](https://invertbio.com/changelog/2026-04-01-custom-events)
- **2026-03-29** — [Introducing the Data Quality Dashboard (beta)](https://invertbio.com/changelog/2026-03-29-introducing-the-data-quality-dashboard-beta.md) — [HTML](https://invertbio.com/changelog/2026-03-29-introducing-the-data-quality-dashboard-beta)
- **2026-03-24** — [Analysis Templates: Saved Chart Configurations](https://invertbio.com/changelog/2026-03-24-analysis-templates-saved-chart-configurations.md) — [HTML](https://invertbio.com/changelog/2026-03-24-analysis-templates-saved-chart-configurations)
- **2026-03-18** — [Reports: Direct Python Analysis](https://invertbio.com/changelog/2026-03-18-reports-direct-python-analysis.md) — [HTML](https://invertbio.com/changelog/2026-03-18-reports-direct-python-analysis)
- **2026-02-25** — [Experiment Summary Dashboards](https://invertbio.com/changelog/2026-02-25-experiment-summary-dashboards.md) — [HTML](https://invertbio.com/changelog/2026-02-25-experiment-summary-dashboards)
- **2026-01-16** — [Assist: Enhanced Run Discovery](https://invertbio.com/changelog/2026-01-16-assist-enhanced-run-discovery.md) — [HTML](https://invertbio.com/changelog/2026-01-16-assist-enhanced-run-discovery)
- **2026-01-09** — [Reports - Major Update](https://invertbio.com/changelog/2026-01-09-reports-major-update.md) — [HTML](https://invertbio.com/changelog/2026-01-09-reports-major-update)
- **2025-11-12** — [Introducing Invert Assist](https://invertbio.com/changelog/2025-11-12-introducing-invert-assist.md) — [HTML](https://invertbio.com/changelog/2025-11-12-introducing-invert-assist)
- **2025-11-12** — [Run Summary Dashboards](https://invertbio.com/changelog/2025-11-12-run-summary-dashboards.md) — [HTML](https://invertbio.com/changelog/2025-11-12-run-summary-dashboards)
- **2025-03-25** — [Live Indicator](https://invertbio.com/changelog/2025-03-25-live-indicator.md) — [HTML](https://invertbio.com/changelog/2025-03-25-live-indicator)
- **2025-03-21** — [🔀  Scatterchart Mode Toggle](https://invertbio.com/changelog/2025-03-21-scatterchart-mode-toggle.md) — [HTML](https://invertbio.com/changelog/2025-03-21-scatterchart-mode-toggle)
- **2025-02-20** — [💾 Saved Views](https://invertbio.com/changelog/2025-02-20-saved-views.md) — [HTML](https://invertbio.com/changelog/2025-02-20-saved-views)
- **2024-12-06** — [Analysis  - Event Creation](https://invertbio.com/changelog/2024-12-06-analysis-event-creation.md) — [HTML](https://invertbio.com/changelog/2024-12-06-analysis-event-creation)
- **2024-11-27** — [📁 Reports and Import History](https://invertbio.com/changelog/2024-11-27-reports-and-import-history.md) — [HTML](https://invertbio.com/changelog/2024-11-27-reports-and-import-history)
- **2024-11-21** — [🔎 Subsetting Formula Results](https://invertbio.com/changelog/2024-11-21-subsetting-formula-results.md) — [HTML](https://invertbio.com/changelog/2024-11-21-subsetting-formula-results)
- **2024-11-18** — [Process Models - Optimization](https://invertbio.com/changelog/2024-11-18-process-models-optimization.md) — [HTML](https://invertbio.com/changelog/2024-11-18-process-models-optimization)
- **2024-11-18** — [Upgrades: Line Charts, Run Summary, Smoothing](https://invertbio.com/changelog/2024-11-18-upgrades-line-charts-run-summary-smoothing.md) — [HTML](https://invertbio.com/changelog/2024-11-18-upgrades-line-charts-run-summary-smoothing)
- **2024-09-18** — [Introducing Parent Metrics](https://invertbio.com/changelog/2024-09-18-introducing-parent-metrics.md) — [HTML](https://invertbio.com/changelog/2024-09-18-introducing-parent-metrics)
- **2024-09-04** — [Chart Export Improvements](https://invertbio.com/changelog/2024-09-04-chart-export-improvements.md) — [HTML](https://invertbio.com/changelog/2024-09-04-chart-export-improvements)
- **2024-09-04** — [Data Export into Excel Improvements](https://invertbio.com/changelog/2024-09-04-data-export-into-excel-improvements.md) — [HTML](https://invertbio.com/changelog/2024-09-04-data-export-into-excel-improvements)
- **2024-07-19** — [Metric & Formula Notes](https://invertbio.com/changelog/2024-07-19-metric-formula-notes.md) — [HTML](https://invertbio.com/changelog/2024-07-19-metric-formula-notes)
- **2024-06-21** — [Chart Customization - Y-Axis Bounds](https://invertbio.com/changelog/2024-06-21-chart-customization-y-axis-bounds.md) — [HTML](https://invertbio.com/changelog/2024-06-21-chart-customization-y-axis-bounds)
- **2024-05-22** — [Ambr 250 Integration - Sampling and Phase Events!](https://invertbio.com/changelog/2024-05-22-ambr-250-integration-sampling-and-phase-events.md) — [HTML](https://invertbio.com/changelog/2024-05-22-ambr-250-integration-sampling-and-phase-events)
- **2024-05-09** — [🧮 Formulas Improvements - Previews](https://invertbio.com/changelog/2024-05-09-formulas-improvements-previews.md) — [HTML](https://invertbio.com/changelog/2024-05-09-formulas-improvements-previews)
- **2024-04-03** — [Process Models - Regressions!](https://invertbio.com/changelog/2024-04-03-process-models-regressions.md) — [HTML](https://invertbio.com/changelog/2024-04-03-process-models-regressions)
- **2024-03-21** — [Ambr 250 Integration Updates](https://invertbio.com/changelog/2024-03-21-ambr-250-integration-updates.md) — [HTML](https://invertbio.com/changelog/2024-03-21-ambr-250-integration-updates)
- **2024-03-19** — [Events Enhancements](https://invertbio.com/changelog/2024-03-19-events-enhancements.md) — [HTML](https://invertbio.com/changelog/2024-03-19-events-enhancements)
- **2024-03-06** — [Phase-Based Formulas 🌱](https://invertbio.com/changelog/2024-03-06-phase-based-formulas.md) — [HTML](https://invertbio.com/changelog/2024-03-06-phase-based-formulas)
- **2024-02-09** — [Bulk Run Selection](https://invertbio.com/changelog/2024-02-09-bulk-run-selection.md) — [HTML](https://invertbio.com/changelog/2024-02-09-bulk-run-selection)
- **2024-01-25** — [Molar Conversion](https://invertbio.com/changelog/2024-01-25-molar-conversion.md) — [HTML](https://invertbio.com/changelog/2024-01-25-molar-conversion)
- **2023-11-22** — [Run Comparison](https://invertbio.com/changelog/2023-11-22-run-comparison.md) — [HTML](https://invertbio.com/changelog/2023-11-22-run-comparison)
- **2023-11-07** — [Scatter Plot Statistics](https://invertbio.com/changelog/2023-11-07-scatter-plot-statistics.md) — [HTML](https://invertbio.com/changelog/2023-11-07-scatter-plot-statistics)
- **2023-10-09** — [Parent Run -> Experiment](https://invertbio.com/changelog/2023-10-09-parent-run-experiment.md) — [HTML](https://invertbio.com/changelog/2023-10-09-parent-run-experiment)
- **2023-10-05** — [Compile your Analyses into a Report](https://invertbio.com/changelog/2023-10-05-compile-your-analyses-into-a-report.md) — [HTML](https://invertbio.com/changelog/2023-10-05-compile-your-analyses-into-a-report)
- **2023-09-22** — [Nested Formulas and Advanced Functions](https://invertbio.com/changelog/2023-09-22-nested-formulas-and-advanced-functions.md) — [HTML](https://invertbio.com/changelog/2023-09-22-nested-formulas-and-advanced-functions)
- **2023-06-01** — [Run Events](https://invertbio.com/changelog/2023-06-01-run-events.md) — [HTML](https://invertbio.com/changelog/2023-06-01-run-events)
- **2023-06-01** — [Run Lineage](https://invertbio.com/changelog/2023-06-01-run-lineage.md) — [HTML](https://invertbio.com/changelog/2023-06-01-run-lineage)
- **2023-04-04** — [Scatter charts ✨](https://invertbio.com/changelog/2023-04-04-scatter-charts.md) — [HTML](https://invertbio.com/changelog/2023-04-04-scatter-charts)
- **2023-03-16** — [Clean Up Your Metadata 🛀](https://invertbio.com/changelog/2023-03-16-clean-up-your-metadata.md) — [HTML](https://invertbio.com/changelog/2023-03-16-clean-up-your-metadata)
- **2023-03-16** — [Semi-log Axis Scaling 📈](https://invertbio.com/changelog/2023-03-16-semi-log-axis-scaling.md) — [HTML](https://invertbio.com/changelog/2023-03-16-semi-log-axis-scaling)
- **2023-02-14** — [Explore Run Metadata 🗺️](https://invertbio.com/changelog/2023-02-14-explore-run-metadata.md) — [HTML](https://invertbio.com/changelog/2023-02-14-explore-run-metadata)
- **2022-12-30** — [Converting units on the fly 🚀](https://invertbio.com/changelog/2022-12-30-converting-units-on-the-fly.md) — [HTML](https://invertbio.com/changelog/2022-12-30-converting-units-on-the-fly)
- **2022-11-14** — [Charts just got a make-over ✨](https://invertbio.com/changelog/2022-11-14-charts-just-got-a-make-over.md) — [HTML](https://invertbio.com/changelog/2022-11-14-charts-just-got-a-make-over)
- **2022-11-10** — [Formulas - derived metrics](https://invertbio.com/changelog/2022-11-10-formulas-derived-metrics.md) — [HTML](https://invertbio.com/changelog/2022-11-10-formulas-derived-metrics)

## Blog

- [Blog](https://invertbio.com/blog.md) — [HTML](https://invertbio.com/blog) — Insights on bioprocess data, AI in biomanufacturing, and the intelligence layer for biopharma.

### All blog posts

- **2025-12-02** — [Bioraptor vs. Invert vs. Genedata: Best Bioprocess AI Platform for Scale-Up & Pharma Manufacturing](https://invertbio.com/blog/bioraptor-vs-invert-vs-genedata-best-bioprocess-ai-platform-for-scale-up-pharma-manufacturing.md) — [HTML](https://invertbio.com/blog/bioraptor-vs-invert-vs-genedata-best-bioprocess-ai-platform-for-scale-up-pharma-manufacturing) — Product — Compare Bioraptor, Invert, and Genedata to see which bioprocess AI platform delivers the fastest scale-up, real-time insights, and AI-ready data for pharma and bioprocessing teams. Understand why experts choose Invert for USP, DSP, and manufacturing.
- **2025-12-02** — [How to Integrate Bioprocess Data Across Sites, Systems, and CDMOs | Invert Bioprocess AI](https://invertbio.com/blog/how-to-integrate-bioprocess-data-across-sites-systems-and-cdmos-invert-bioprocess-ai.md) — [HTML](https://invertbio.com/blog/how-to-integrate-bioprocess-data-across-sites-systems-and-cdmos-invert-bioprocess-ai) — Product — Learn how to integrate bioprocess data across instruments, LIMS, sites, and CDMOs without manual work or IT burden. See how modern bioprocess teams accelerate scale-up with automation, harmonization, and built-in intelligence.
- **2025-12-02** — [The Bioprocess Scale-Up Playbook: From Fragmented Data to Confident Decisions](https://invertbio.com/blog/the-bioprocess-scale-up-playbook-from-fragmented-data-to-confident-decisions.md) — [HTML](https://invertbio.com/blog/the-bioprocess-scale-up-playbook-from-fragmented-data-to-confident-decisions) — Industry — Learn how leading pharma, biologics, and vaccine teams close the scale-up gap with unified data, real-time visibility, and a built-in bioprocess intelligence layer. See how Invert transforms fragmented bioprocess data into faster, more confident decisions across development and manufacturing.
- **2025-11-19** — [Engineer Blog Series: From Bioprocess to Software with Anthony Quach](https://invertbio.com/blog/engineer-blog-series-from-bioprocess-to-software-with-anthony-quach.md) — [HTML](https://invertbio.com/blog/engineer-blog-series-from-bioprocess-to-software-with-anthony-quach) — Product — Welcome to Invert’s Engineer Blog Series — a behind-the-scenes look at the product and how it’s built.In this post, software engineer Anthony Quach shares how his career in bioprocess development led him into software, and how that experience shapes the engineering decisions behind Invert.
- **2025-11-17** — [AI in Bioprocess Quality Control: Moving from Compliance to Confidence](https://invertbio.com/blog/ai-in-bioprocess-quality-control-moving-from-compliance-to-confidence.md) — [HTML](https://invertbio.com/blog/ai-in-bioprocess-quality-control-moving-from-compliance-to-confidence) — Industry — Learn how AI powered bioprocess quality control software helps pharma and cell therapy manufacturers improve consistency, strengthen GxP compliance, and shift from reactive oversight to confident, real time decision making.
- **2025-11-17** — [Best Practices for Bioprocess Data Integration](https://invertbio.com/blog/best-practices-for-bioprocess-data-integration.md) — [HTML](https://invertbio.com/blog/best-practices-for-bioprocess-data-integration) — Industry — Learn the key best practices for integrating bioprocess data across development, scale up, CDMOs, and manufacturing. Discover how harmonized, contextualized, AI ready data accelerates insight and reduces risk.
- **2025-11-17** — [How to Scale Up Bioprocess Manufacturing Without the Data Headaches](https://invertbio.com/blog/how-to-scale-up-bioprocess-manufacturing-without-the-data-headaches.md) — [HTML](https://invertbio.com/blog/how-to-scale-up-bioprocess-manufacturing-without-the-data-headaches) — Industry — Learn how bioprocess teams are scaling manufacturing faster with AI-powered intelligence platforms that unify data, simplify tech transfer, and reduce risk in cell therapy and pharmaceutical production.
- **2025-11-11** — [Connecting Shake Flask to Final Product with Lineage Views in Invert](https://invertbio.com/blog/connecting-shake-flask-to-final-product-with-lineage-views-in-invert.md) — [HTML](https://invertbio.com/blog/connecting-shake-flask-to-final-product-with-lineage-views-in-invert) — Product — Invert’s lineage view connects products across every unit operation and material transfer throughout the entire process. It acts as a family tree for your product, tracing its origins back through purification, fermentation, and inoculation. Instead of manually tracking down the source of each data point, lineages automatically show material streams as they pass through each step.
- **2025-11-11** — [Engineer Blog Series: Invert Assist with Simon Sotak Gregor](https://invertbio.com/blog/engineer-blog-series-invert-assist-with-simon-sotak-gregor.md) — [HTML](https://invertbio.com/blog/engineer-blog-series-invert-assist-with-simon-sotak-gregor) — Product — Invert recently launched Invert Assist, our AI interface for bioprocess data analysis. We speak to senior software engineer Simon Sotak Gregor about Invert Assist to learn more about how it was built, what problems it solves, and how he hopes it’ll change the way bioprocess is done.
- **2025-11-11** — [Engineer Blog Series: Integrations with Julia Miller](https://invertbio.com/blog/integrations-with-julia-miller.md) — [HTML](https://invertbio.com/blog/integrations-with-julia-miller) — Product — Senior software engineer Julia Miller speaks to us about Invert's integrations — how they're implemented, what makes them special, and what goes into making them work for bioprocess. 
- **2025-11-11** — [Invert Launches Alerts: Turning Real Time Data Into Immediate Action](https://invertbio.com/blog/invert-launches-alerts-turning-real-time-data-into-immediate-action.md) — [HTML](https://invertbio.com/blog/invert-launches-alerts-turning-real-time-data-into-immediate-action) — Product — Invert Alerts transform real time bioprocess data into immediate, actionable notifications so scientists can act in the moment, protect their runs, and focus on advancing processes instead of manually monitoring them
- **2025-11-11** — [Meet Emily Nault, Invert’s New SVP of Commercial](https://invertbio.com/blog/meet-emily-nault-inverts-new-svp-of-commercial.md) — [HTML](https://invertbio.com/blog/meet-emily-nault-inverts-new-svp-of-commercial) — Team — Invert is excited to announce that Emily Nault has joined the company as our Senior Vice President of Commercial.
- **2025-11-11** — [On-Demand Webinar: The Future of Data in Bioprocessing](https://invertbio.com/blog/on-demand-webinar-the-future-of-data-in-bioprocessing.md) — [HTML](https://invertbio.com/blog/on-demand-webinar-the-future-of-data-in-bioprocessing) — Interviews — Discover how bioprocessing data is evolving from spreadsheets to AI-driven insights. Watch the on-demand webinar to future-proof your digital strategy.
- **2025-11-11** — [Top AI Tools Powering the Future of Biomanufacturing (2025 Edition)](https://invertbio.com/blog/top-ai-tools-powering-the-future-of-biomanufacturing-2025-edition.md) — [HTML](https://invertbio.com/blog/top-ai-tools-powering-the-future-of-biomanufacturing-2025-edition) — Industry — Explore the leading AI platforms transforming biomanufacturing in 2025. Learn what sets the best bioprocess AI software apart and how Invert is redefining real-time manufacturing intelligence.
- **2025-11-11** — [What Is Bioprocess AI? How Artificial Intelligence Is Transforming Manufacturing Intelligence](https://invertbio.com/blog/what-is-bioprocess-ai-how-artificial-intelligence-is-transforming-manufacturing-intelligence.md) — [HTML](https://invertbio.com/blog/what-is-bioprocess-ai-how-artificial-intelligence-is-transforming-manufacturing-intelligence) — Industry — Learn how Bioprocess AI software unifies data, accelerates decision-making, and drives faster scale-up in biomanufacturing. Discover why the next wave of manufacturing intelligence starts with live, trusted data.
- **2025-11-11** — [Why Bioprocess Data Fragmentation Is Slowing Down the Industry](https://invertbio.com/blog/why-bioprocess-data-fragmentation-is-slowing-down-the-industry.md) — [HTML](https://invertbio.com/blog/why-bioprocess-data-fragmentation-is-slowing-down-the-industry) — Industry — Learn how fragmented bioprocess data creates risk, waste, and delays, and how an AI-ready data foundation helps unify insights, accelerate scale-up, and improve manufacturing outcomes.
- **2025-11-07** — [Engineer Blog Series: Security & Compliance with Tiffany Huang](https://invertbio.com/blog/engineer-blog-series-security-compliance-with-tiffany-huang.md) — [HTML](https://invertbio.com/blog/engineer-blog-series-security-compliance-with-tiffany-huang) — Product — Welcome to Invert's Engineering Blog Series, a behind-the-scenes look into the product and how it's built. For our third post, senior software engineer Tiffany Huang speaks about how trust and security is a foundational principle at Invert, and how we ensure that data is kept secure, private, and compliant with industry regulations.
- **2025-11-06** — [Analyzing Real-Time Time Series Data in Bioprocess with Invert](https://invertbio.com/blog/analyzing-real-time-time-series-data-in-bioprocess-with-invert.md) — [HTML](https://invertbio.com/blog/analyzing-real-time-time-series-data-in-bioprocess-with-invert) — Product — In modern biomanufacturing, success hinges on the ability to make informed decisions fast. The ability to analyze data directly impacts productivity, product quality, and ultimately, time to market, whether you're optimizing a fed-batch fermentation, troubleshooting a chromatography run, or validating a filtration process. However, its massive volume, high dimensionality, and low latency of time series data in bioprocess means that most software are not built to effectively capture, let alone analyze it.
- **2025-11-05** — [AI That Bioprocess Teams Can Trust: Highlights from BioTalk Berlin](https://invertbio.com/blog/ai-that-bioprocess-teams-can-trust-highlights-from-biotalk-berlin.md) — [HTML](https://invertbio.com/blog/ai-that-bioprocess-teams-can-trust-highlights-from-biotalk-berlin) — Industry — Recorded live at BioTalk Berlin on September 18, 2025 — featuring Michael McCutchen, Senior Product Manager at Invert. Scroll to the end to watch the full talk.
- **2025-11-05** — [Introducing Invert Assist — Explainable AI for Bioprocess Quality Control, Monitoring, and Optimization](https://invertbio.com/blog/invert-assist-ai-bioprocessing-quality-control-data-integration.md) — [HTML](https://invertbio.com/blog/invert-assist-ai-bioprocessing-quality-control-data-integration) — Product — Biopharma teams don’t fail at AI because models are weak. They stall because data is fragmented. In our new webinar, we introduced Invert Assist—the AI layer purpose-built for bioprocessing—and showed how pairing explainable AI with a trusted, harmonized data foundation accelerates scale-up, improves bioprocess quality control, and cuts wasted runs.
- **2025-11-05** — [The Best Real-Time Bioprocess Monitoring Platform for Biomanufacturing](https://invertbio.com/blog/the-best-real-time-bioprocess-monitoring-platform-for-biomanufacturing.md) — [HTML](https://invertbio.com/blog/the-best-real-time-bioprocess-monitoring-platform-for-biomanufacturing) — Industry — See why Invert is the best real-time bioprocess monitoring platform for pharmaceutical manufacturing and scale-up. Live data, AI insights, compliance-ready.
- **2025-11-04** — [7 Best AI Bioprocess Optimization Platforms for Pharmaceutical Manufacturing in 2025](https://invertbio.com/blog/7-best-ai-bioprocess-optimization-platforms-for-pharmaceutical-manufacturing-in-2025.md) — [HTML](https://invertbio.com/blog/7-best-ai-bioprocess-optimization-platforms-for-pharmaceutical-manufacturing-in-2025) — Industry — The bioprocess optimization market is growing from $24.3B in 2024 to $39.6B by 2029, fueled by the shift to AI-driven digital biomanufacturing. These AI bioprocess platforms are leading the charge.
- **2025-11-04** — [Best Bioprocess Data Integration Platforms for Pharmaceutical Manufacturing Teams in 2025](https://invertbio.com/blog/best-bioprocess-data-integration-platforms-for-pharmaceutical-manufacturing-teams-in-2025.md) — [HTML](https://invertbio.com/blog/best-bioprocess-data-integration-platforms-for-pharmaceutical-manufacturing-teams-in-2025) — Industry — Pharmaceutical manufacturers face critical data integration challenges as bioprocess operations generate unprecedented volumes of fragmented information. Learn more about which leading platforms are also offering AI.
- **2025-10-31** — [Invert Launches Invert Assist](https://invertbio.com/blog/invert-launches-invert-assist.md) — [HTML](https://invertbio.com/blog/invert-launches-invert-assist) — Product — Today, Invert launches Invert Assist, the first AI-powered analysis interface built for bioprocess. Using a simple chat interface, Invert Assist enables users to perform complex analysis that typically takes an expert team hours to code manually. With the freedom and flexibility of natural language, bioprocess scientists can turn days or even weeks of troubleshooting and optimization into a 5-minute conversation with their data.
- **2025-05-02** — [How Invert uses batch context to make your data valuable—instantly](https://invertbio.com/blog/how-invert-uses-batch-context.md) — [HTML](https://invertbio.com/blog/how-invert-uses-batch-context) — Product — Bioprocess teams can spend dozens of hours every week exporting data and manually cutting it up to assign it to the batches they care about. We’ve built a way for users to easily add batch context, whether it’s just labeling data after a run, or pre-programming an integration to inject that context on the fly.We’ve built a way for users to easily add batch context, whether it’s labeling data after a run, or pre-programming an integration to inject that context on the fly.
- **2025-03-19** — [Why ELNs and LIMS are not enough for PD teams](https://invertbio.com/blog/why-elns-and-lims-are-not-enough-for-pd-teams.md) — [HTML](https://invertbio.com/blog/why-elns-and-lims-are-not-enough-for-pd-teams) — Product — One of the questions we’re asked frequently is whether Invert is an ELN or LIMS—our answer is that Invert captures both systems’ strengths and fixes their weaknesses. We’ll discuss the trade-offs and shortcomings of ELN and LIMS when it comes to bioprocess data to explain how.
- **2025-03-18** — [How Invert uses meta-learning to leverage old bioprocess data](https://invertbio.com/blog/how-invert-uses-meta-learning-to-leverage-old-data-and-make-better-biomanufacturing-predictions.md) — [HTML](https://invertbio.com/blog/how-invert-uses-meta-learning-to-leverage-old-data-and-make-better-biomanufacturing-predictions) — Product — With meta-learning techniques, Invert’s ML team was able to reduce new data needs by as much as 90% by leveraging old data from different, but loosely related, bioprocess programs.
- **2025-01-21** — [Pioneers in Bioprocessing: Q&A with Biopharma Executive, Steven Lang, Ph.D.](https://invertbio.com/blog/pioneers-in-bioprocessing-q-a-with-biopharma-executive-steven-lang-ph-d.md) — [HTML](https://invertbio.com/blog/pioneers-in-bioprocessing-q-a-with-biopharma-executive-steven-lang-ph-d) — Interviews — Biotech and synthetic biology companies have much to do. Handling everything in-house—from strain design to process development—can stretch funding and resources thin.
- **2025-01-12** — [A Guide to Build vs Buy: Biotech Software Edition](https://invertbio.com/blog/a-guide-to-build-vs-buy-biotech-software-edition.md) — [HTML](https://invertbio.com/blog/a-guide-to-build-vs-buy-biotech-software-edition) — Industry — For biotech and synthetic biology companies, there’s always A LOT of work to do. As these companies quickly learn, trying to handle everything in-house–from strain design and high-throughput screening to process development and beyond–can spread funding and resources thinly.
- **2025-01-12** — [Bioprocess Tech Transfer: Navigating The Data Dilemma](https://invertbio.com/blog/bioprocess-tech-transfer-navigating-the-data-dilemma.md) — [HTML](https://invertbio.com/blog/bioprocess-tech-transfer-navigating-the-data-dilemma) — Industry — The transfer of institutional data and knowledge is critical to the development of biotechnologies, bioproducts, and biotherapeutics.
- **2025-01-12** — [From Data Lakes to AI: An Interview with Invert’s Head of AI](https://invertbio.com/blog/from-data-lakes-to-ai-an-interview-with-inverts-head-of-ai.md) — [HTML](https://invertbio.com/blog/from-data-lakes-to-ai-an-interview-with-inverts-head-of-ai) — Team — Suhas Guruprasad, the Head of AI at Invert, dives into the evolution of artificial intelligence, distinguishing between the actual capabilities of AI and the often exaggerated hype surrounding it.
- **2025-01-12** — [Pioneers in Bioprocessing: Q&A with Alexi Goranov of SCiFi Foods](https://invertbio.com/blog/pioneers-in-bioprocessing-q-a-with-alexi-goranov-of-scifi-foods.md) — [HTML](https://invertbio.com/blog/pioneers-in-bioprocessing-q-a-with-alexi-goranov-of-scifi-foods) — Interviews — Exciting news! Invert is launching a Q&A series, Pioneers in Bioprocessing, to chat with experts in bioprocessing and biotechnology to discuss their work, the potential of the bioeconomy at large, and the personal viewpoints of the individuals who make this work possible.
- **2025-01-12** — [Why Have Bioprocess Data Solutions Been Overlooked…Until Now?](https://invertbio.com/blog/why-have-bioprocess-data-solutions-been-overlooked-until-now.md) — [HTML](https://invertbio.com/blog/why-have-bioprocess-data-solutions-been-overlooked-until-now) — Industry — Given the glaring challenge of managing bioprocess data, the question remains: Why have bioprocess data solutions been historically overlooked?

## Company

- [Home](https://invertbio.com/index.md) — [HTML](https://invertbio.com/) — Infrastructure and intelligence for bioprocess — for development and manufacturing teams at biopharma, synthetic biology, and CDMOs.
- [Pricing](https://invertbio.com/pricing.md) — [HTML](https://invertbio.com/pricing) — Tailored estimates based on systems, facilities, and modalities.
- [Careers](https://invertbio.com/careers.md) — [HTML](https://invertbio.com/careers) — Open roles at Invert.
- [Compliance](https://invertbio.com/compliance.md) — [HTML](https://invertbio.com/compliance) — SOC 2 Type II, ISO 27001, FDA 21 CFR Part 11 details.
- [AI Readiness Assessment](https://invertbio.com/tools/ai-readiness.md) — [HTML](https://invertbio.com/tools/ai-readiness) — Free self-assessment to score your bioprocess data maturity.
- [Book a Demo](https://invertbio.com/demo) — Schedule a live walkthrough with the Invert team.
- [Privacy Policy](https://invertbio.com/privacy.md) — [HTML](https://invertbio.com/privacy) — How Invert handles your data.
- [Terms of Service](https://invertbio.com/terms.md) — [HTML](https://invertbio.com/terms) — Terms governing use of Invert.

## Agent surfaces

- [llms.txt](https://invertbio.com/llms.txt) — this file.
- [llms-full.txt](https://invertbio.com/llms-full.txt) — every doc, blog, changelog, and legal page concatenated as a single markdown corpus.
- [skill.md](https://invertbio.com/skill.md) — agent skill describing how to research bioprocess questions against this site.
- [MCP server](https://invertbio.com/mcp) — JSON-RPC search/fetch over the same content.