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Scale Data Management Beyond Human Limits
CluedIn’s agentic platform uses AI agents that continuously clean, connect, and enrich data across your ecosystem, accelerating quality, governance, and insight at machine scale, with human oversight built in.

Announcement: We're thrilled to announce the launch of CluedIn SaaS, designed to bring enterprise-grade data quality solutions to companies of all sizes. Read more >
What Agents do.
Each agent can run in observe-only, suggest, or auto-fix modes your choice per domain.
I keep your data clean, consistent, and reliable.
Data Steward
Ensures data quality, accuracy, and compliance across all records, helping maintain trustworthy and reliable information throughout your systems.
I build the foundation that keeps your data flowing.
Data Architect
Designs and implements the technical blueprint for an organization's data infrastructure, ensuring data is accessible, reliable, and secure.
I find what’s wrong in your data so we can fix it fast.
Data Auditor
Evaluates your data and flags records that do not comply with ISO and IEC standards, clearly explaining why, so you can easily assess and improve the overall health of your data.
I fill in the blanks to make your data more complete.
Data Enricher
Analyses your data and uses general knowledge along with online sources to fill in missing information or enrich existing records, improving the overall quality and value of your data.

I protect your data from compliance risks.
Data Compliance Expert
Tags every data record that contains information breaching global regulatory requirements such as PII, GDPR, CCPA, PCI DSS, and upcoming data protection regulations, ensuring compliance and reducing risk exposure.
I turn insights into action and keep progress moving.
Team Lead
Analyses data and automatically generates new tasks based on the insights it uncovers, enabling continuous improvement and smarter decision-making.
I set the rules that keep your data trusted and compliant.
Data Governance
Ensures data quality, accuracy, and compliance across all records, helping maintain trustworthy and reliable information throughout your systems.
I’m your blank-slate Agent, built entirely around your vision.
Your AI Agent
Create custom AI Agent to fit your organisations needs.
Every action is explainable, logged, reviewable, and policy‑aligned, so autonomous never means unaccountable.
The AI payoff.
With CluedIn agents continuously maintaining accuracy, completeness, and context at scale, every connected system, from analytics to automation, performs better.
CluedIn turns data management into an autonomous, governed system that strengthens every layer of your AI and analytics stack, delivering the reliability and speed enterprises have only ever imagined.
a PwC proof of concept measurement reported 89% data‑quality score improvement within days.

Trusted by 100+ global enterprises in complex, regulated industries.
Leading master data management & data quality, scaled with AI.
CluedIn Agentic Data Management uses power AI and Agents to scale master data management, data quality and stewardship.

Golden Records & Survivorship
Multi‑source match & merge, confidence‑based survivorship, audit trail per attribute.
How agents help: Agents continuously surface candidate matches with confidence scores, propose merges, and apply survivorship rules when thresholds are met, learning from approvals/rejects to improve future decisions, with an audit trail at the attribute level.
Hierarchies & Relationships
Graph‑native relationships; manage parent/child and cross‑domain links without upfront schema work.
How agents help: Agents watch for orphaned nodes, broken parent–child links, and inconsistent cross‑domain relationships, suggesting or auto‑correcting links using graph context, lineage signals, and policy thresholds to prevent downstream impact.
Data Quality Management
Out‑of‑the‑box checks, anomaly detection, rule suggestions, and live quality scores across entities/fields.
How agents help: Agents monitor completeness, validity, consistency, and anomalies in real time; they generate rule suggestions, apply safe fixes (or route to stewards), and raise live quality scores as they learn what “good” means in your domains.
Integrations
Bring your own lake(s) and connect quickly, agent outputs flow into metadata, analytics, and workflows across your stack.
How agents help: Agents act inside your stack, writing back clean values, updating metadata, triggering downstream workflows, and emitting impact signals so fixes flow through analytics, governance, and operational systems reliably.
Reference Data Management
Centralize code sets and classifications; validate and propagate changes consistently.
How agents help: Agents detect code drift and non‑standard values, recommend standardization to approved code sets, and propagate accepted changes safely across linked systems with full explainability.
Workflow & Federation
Orchestrate detection, decisions, and fixes with governed approvals, escalations, and SLAs across distributed domains and everyday tools, so local teams keep control while global views stay consistent.
How agents help: Agents open or advance remediation steps (or execute fixes) when policy/confidence thresholds are met, reconcile differences using source-trust signals, propose standardization that respects local rules, and propagate approved changes to both global and local systems, fully logged and triggerable into downstream workflows.

Governance & Stewardship
Role‑based approvals, queueing, SLAs, change history, and one‑click rollback.
How agents help: Agents operate with guardrails: every action is explainable, logged, reviewable, and reversible. You set autonomy per domain/action; agents surface only the exceptions that need a human and learn from each decision.

Human in the Loop: Autonomy with accountability
Data management has always demanded human judgment, but it shouldn’t demand human exhaustion. Until now, reaching this level of accuracy, compliance, and governance required huge teams, endless reviews, and spiralling costs. CluedIn changes that.
With CluedIn Agents, you get automation at scale, with humans in control. You define the standards. The agents enforce them. Together, you scale data management to levels that were once impossible.
They scale where others stall
Our agents can handle millions of records concurrently, continuously deduplicating, enriching, and governing data at enterprise scale. Others stop at demos; CluedIn agents are production-ready for global datasets without slowing down.
They’re governed, not guessing
Every CluedIn agent operates inside explainable, auditable guardrails. Each action can be traced, reviewed, or rolled back, ensuring automation never outruns governance. You stay in control, even when the platform runs itself.
Built on the right scaffolding
We’ve already built the graph-native, interconnected foundation that lets agents see and act across every system, file, and relationship. You don’t need to wire it all together, the platform gives agents full visibility from day one.
They learn your business rules
Our agents don’t just follow prompts, they learn from human feedback. Over time, they adapt to your data models, quality definitions, and policies, getting smarter and faster with every interaction.

Results you can measure.
Faster to fixes
Agents address issues continuously, not in monthly clean-up sprints.
Cheaper at scale
Automated remediation outperforms manual triage as volumes grow.
Higher accuracy
Governed autonomy and human oversight work together to reduce false positives over time.
Enterprise scale
Designed for large, complex environments where data volume, diversity, and velocity demand continuous, automated improvement.



Backed by the world’s top analysts.
CluedIn is recognized for transforming data management with innovation in AI and automation.
It's global, secure & enterprise ready.
You can run CluedIn where you need it - US, Europe, APAC, and beyond.
Deploy in seconds, stay compliant and scale without limits.


How you can start.
Sign up in 60 seconds
No credit card. You get 15,000 free records and $100 of AI credit.
Connect to your data
Start with customer, product, finance or any domain. Sit back and let agents get to work.
Be the human in-the-lopp
Approve or adjust suggestions, then flip specific actions to auto‑fix where appropriate. Scale all your data management with CluedIn.
Enterprise data challenges solved.
The resource drain
Challenge: Data teams spend most of their time cleaning and maintaining data.
CluedIn: Agents automate the grunt work - detect, fix, enrich - so teams focus on strategy.
Free your experts to deliver insight, not maintenance.
Scale without scale
Challenge: Manual data management can’t keep up with business or AI velocity.
CluedIn: CluedIn Agents handle millions of records in parallel - continuously improving quality and context.
Scale 100x faster without scaling headcount.
Fragmented systems, fragmented truth
Challenge: Data lives across clouds and apps, breaking consistency and governance.
CluedIn: Agents unify and govern data across all platforms - enforcing global rules locally.
A single, trusted layer across your data landscape.
Rising cost, falling ROI
Challenge: Traditional MDM is expensive and slow to prove value.
CluedIn: Autonomous Agents deploy in minutes and cost cents per run.
$0.13 vs $1,000 per job - measurable impact from day one.
Governance at scale
Challenge: Automation often introduces compliance risk.
CluedIn: CluedIn Agents are governed by design - every action is logged and explainable.
Autonomous, auditable, and compliant by default.
Data quality blind spots
Challenge: Even ‘good’ data hides silent errors that undermine AI.
CluedIn: Agents continuously validate, enrich, and learn from feedback.
Data that gets smarter every day - and AI you can trust.
The AI readiness gap
Challenge: AI fails without complete, current, trusted data.
CluedIn: Agents continuously prepare and enrich data to feed copilots and models.
AI that performs as promised - powered by data you can depend on.