Signals AI

From Data to Discovery — Faster, Smarter

Reimagine how your science unfolds with Signals One’s native agentic framework. By dynamically recasting your data and knowledge into actionable insights, Signals AI boosts productivity, sharpens decision-making, and unlocks new discoveries across your R&D organization.

Learn More Request Information

Increase Research Impact with Native Agentic Intelligence

With Signals AI, scientists spend less time searching and more time discovering. Interactive, context-aware answers replace static outputs. Hypotheses are generated, data dynamically recast, and results shared, all within Signals. For R&D organizations, this translates into measurably higher efficiency, greater accuracy, and a stronger probability of success at every stage.

Signals AI is a native agentic framework: LLM breadth provides general reasoning and broad scientific understanding; expert tools deliver purpose-built rendering for scientific content; proprietary Signals algorithms supply proven chemical and biological intelligence. Orchestrated as one, these three pillars form the intelligence layer of Signals One, always within the user's context.

Raise Probability of Success

Propel your research with AI that truly accelerates discovery. Signals AI automates data analysis, surfaces hidden patterns, and operationalizes models to generate ideas and predict outcomes, enabling faster, better decisions.

Let Signals AI handle the heavy lifting while you focus on innovation. Our intelligent algorithms help you generate ideas, search, predict, report and summarize to accelerate time-to-discovery across your entire research pipeline.

Empower your Research with Signals AI Solutions

AI Co-Scientist

Interact with AI Explorer, your digital research assistant integrated within Signals One, to search, filter, analyze, report, and connect insights across experiments using natural scientific language.

Solution:

Watch AI Demo

AI Co-Scientist for Chemists

AI Explorer understands chemistry, accesses your syntheses and experimental results within your secure Signals environment, and generates interactive reports with rich molecular representations.

Solution:

Watch AI Demo

AI Co-Scientist for Biologists

AI Explorer also understands biology, learning from your experiments, assays, and outcomes to deliver the insights you need, all within Signals.

Solution:

Watch AI Demo

Operational Data

FAIR operational data with robust structure and ontologies, including SciBite, OLS, and BioPortal, enables seamless querying and reporting, AI model development, and richer scientific insights.

Solution:

Signals One

Operational AI

Signals Xynthetica delivers AI Models-as-a-Service, embedding generative and predictive models into scientists’ workflows at the decision point, preserving context and accelerating AI-driven molecular discovery.

Solution:

Signals Xynthetica

Fine Tuning

Signals Xynthetica enables secure, local fine-tuning of AI/ML models, including Lilly TuneLab™, on proprietary data to significantly improve model accuracy for your research projects.

Solution:

Signals Xynthetica

Federated Learning

TuneLab-at-Revvity offers federated access to Lilly TuneLab’s high-value predictive models within Signals One, funding selected biotechs to apply models while privately contributing data for continuous improvement

Solution:

Lilly TuneLab™ at Revvity

AI Models for Scientific Discovery

Built-in AI models plus seamless third-party integration enabling you to choose our proven algorithms or incorporate your preferred AI/ML solutions effortlessly.

Solution:

Antibody & ADC Discovery

AI-Powered Clinical Data Review

Signals Clinical uses AI-powered views and guided workflows to help medical monitors focus on patient safety, identify anomalies sooner, and standardize clinical review decisions.

Solution:

Signals Clinical

Article

Move Past the AI Headlines

See how Signals AI and domain-specific models are transforming Research and Development

AI is no longer a distant promise. It is here and driving meaningful change in how we approach scientific research and development.

Read Now

Leveraging the power of AI within secure, reliable solutions that power scientific progress.

Drug Discovery

Clinical Analytics

Materials Science

Food Science

Semantic Search AI for Insights and Reporting

AI for Insights and Reporting

Capture, manage, and share experiment data and research notes securely, in an environment built on the foundation of Signals One™.

A Tectonic Shift is Here: AI-Powered Design Converges with Experimental Science.

Streamlines clinical data workflows and reduces the time spent preparing data for analytics to enable the rapid delivery of clinical insights.

Revvity Signals, the exclusive provider of Spotfire® for scientific and clinical R&D applications, empowers your team to drive data-driven decisions.

Simplicity down to a Science.

For Lab Scientists

AI to augment your research capabilities. AI is your parter in the lab that works in context of your research workflows to help you search for the right data, generate ideas, make predictions, report, and summarize your research.

For Data Scientists and AI Experts

Revvity Signals Software provide structured operational R&D data plus an MLOps backbone: data pipelines, model training, auditing, registry, deployment, and governed lifecycle management.

Learn More

For Industry Leaders

Leading organizations worldwide accelerate scientific insights, facilitate collaboration, and speed scientific innovation with AI-enhanced Revvity Signals Software. Join them in driving innovation by eliminating time-consuming workflows.

Learn More

Resources

Leverage AI to Unleash Your Science

Article

Learning together: AI-driven drug discovery needs a federated approach

Read Article

Article

Harness AI for Breakthroughs in Pharma and Biotech

Read Whitepaper

Whitepaper

Powerful Adverse Events Data Solutions for Clinical Trials Success

Read Whitepaper

Blog

AI Accelerates R&D in Materials Science

Read Blog

Article

Powering the Food Industry with AI

Read Article

What AI capabilities does Revvity Signals offer today?

Revvity Signals embeds AI across the full R&D lifecycle: from digital research assistant and semantic search in Signals One, to AI-powered clinical listing generation in Signals Clinical, to molecular design operationalized by Signals Xynthetica. Rather than bolting AI onto existing tools, Revvity Signals takes an "AI-first" approach, delivering capabilities directly inside the workflows scientists already use — in pharma, biotech, and materials sciences alike.

How does Signals AI go beyond other scientific solutions?

Most informatics platforms address AI at the feature level (a copilot here, a search assistant there) without connecting predictive models to the experimental data that validates them. Revvity Signals takes a fundamentally different approach: a unified platform spanning data management (Signals One), domain-specific AI model access (Signals Xynthetica MaaS), and a federated learning framework — all governed, compliant, and applicable across pharma, biotech, and materials sciences. The result is an end-to-end, continuously improving AI ecosystem built on proprietary experimental data — not a collection of standalone tools stitched together after the fact.

How does the platform ensure AI outputs are reliable?

Revvity Signals makes data "AI-ready" before any model is applied: Signals One standardizes assay data across biology, chemistry, materials, and formulation workflows, and is built on FAIR principles (Findable, Accessible, Interoperable, Reusable) to ensure data quality from the outset. AI tools are only as effective as the underlying data — which is why unifying and structuring data is the foundational pillar of the Revvity Signals AI strategy.

What is Revvity Signals' long-term AI vision?

Revvity Signals pursues a three-pronged strategy: embedding LLMs and generative AI into current workflows for immediate productivity gains; providing access to domain-specific scientific models through Signals Xynthetica; and making data AI-ready as the foundational prerequisite for all of it. The goal is to help pharma, biotech, and materials science organizations reduce experimentation cycles by an order of magnitude — not by replacing human expertise, but by amplifying it.

How does Revvity Signals protect IP when using AI features?

Revvity Signals operates on a Zero Trust architecture with AES-256-bit encryption for data at rest and in transit, weekly vulnerability scans, and strict data segregation — ensuring proprietary research data is never exposed or shared without consent. The platform holds SOC 2 Type 2, ISO 27001, and CIS certifications, independently verified by third parties.

Is this platform accessible to smaller biotech or materials science organizations?

What is Signals Xynthetica, and what makes it different?

Signals Xynthetica is Revvity Signals' Models-as-a-Service (MaaS) offering that unifies in-silico generation, property prediction, multi-objective optimization, and experimental validation in a single governed environment — applicable to both molecular and materials design. Its differentiator is that AI models operate directly where experimental data is already captured, creating a continuous design-predict-validate loop that improves model accuracy over time.

How does Revvity Signals enable federated learning?

In early 2026, Revvity announced a partnership with Lilly to deliver TuneLab's predictive models, trained on decades of research data, to the broader scientific community via Signals Xynthetica, using a federated framework. This allows organizations to access world-class models while keeping their proprietary data private and secure, without needing to build or maintain AI infrastructure themselves.

Ready to take the next step?

Explore New AI Features

Discover how AI-powered design is converging with experimental science with Signals Xynthetica™.

Visit Signals Xynthetica

TuneLab™ at Revvity

Discover how Lilly TuneLab models will be directly accessible from Signals One

Find Out More

Get in Touch

We’re here to help with any questions about our products, pricing, implementation or beyond.

Revvity Signals Login

Signals AI

Increase Research Impact with Native Agentic Intelligence

Raise Probability of Success

Empower your Research with Signals AI Solutions

AI Co-Scientist

AI Co-Scientist for Chemists

AI Co-Scientist for Biologists

Operational Data

Operational AI

Fine Tuning

Federated Learning

AI Models for Scientific Discovery

AI-Powered Clinical Data Review

Move Past the AI Headlines

See how Signals AI and domain-specific models are transforming Research and Development

Leveraging the power of AI within secure, reliable solutions that power scientific progress.

Drug Discovery

Clinical Analytics

Materials Science

Food Science

AI/ML to Assist Your Research and Accelerate Innovation

Signals One

Xynthetica

Signals Clinical

Spotfire

Simplicity down to a Science.

For Lab Scientists

For Data Scientists and AI Experts

For Industry Leaders

Stay up-to-date on all the latest insights, research, and product news.

Resources

Leverage AI to Unleash Your Science

Learning together: AI-driven drug discovery needs a federated approach

Harness AI for Breakthroughs in Pharma and Biotech

Powerful Adverse Events Data Solutions for Clinical Trials Success

AI Accelerates R&D in Materials Science

Powering the Food Industry with AI

Signals AI FAQs

Ready to take the next step?

Explore New AI Features

TuneLab™ at Revvity

Get in Touch