NEURAL ENGINE FOR ANOMALY DETECTION & LEARNING
Let the dataspeak for itself.
Fully automated analytics and data science that helps you understand behaviour, uncover relationships, detect anomalies and act on what matters.
One connected workflow
Understand. Discover.Detect. Review.
Data Agnostic Capability
If you have the data, Neadl will find the anomalies.
Neadl surfaces unusual records across any and every dataset, whether that be financial, operational, people, environmental, cyber, or beyond.
This makes the Neadl offering unique: data science-led anomaly detection across diverse datasets without manual configuration or data cleansing. Just upload and run.
Data-agnostic analysis
Multiple sources. One automated workflow.
Upload & Run
Neadl in the haystack
Discover data-led anomalies. Uncover error and fraud.
Neadl crunches through millions of lines of data in minutes to reveal behaviour that deserves closer investigation.
That might be an unusual record, an unexpected distribution, a rare pairing of values, or a combination that breaks a wider trend.
Neadl does not only tell you which records are unusual. It helps you understand how the data behaves and where that behaviour breaks expectation.
Every Record Analysed
No sampling. No manual selection, filtering or tagging. Neadl uses all rows and all relevant fields, letting the data speak for itself.
Every Record Scored
Records are scored and ranked from most anomalous to least anomalous, helping reviewers focus their attention.
Rare Combinations Surfaced
Advanced statistical calculations reveal pairings that are unusually rare or unexpectedly common.
Relationships Revealed
Neadl unlocks hidden dependencies within your dataset, surfacing the individual records that contradict the trend.
Data Explorer
See your data.Understand its behaviour.
Seeing what your data contains and how it behaves should be straightforward. Neadl automatically creates clear, intelligently designed and repeatable views of every field, without requiring anyone to build charts, learn specialist tools or start again when the data changes.
Fully automated
No dashboards, charts or analytical views to configure.
Built for business users
Understand the data without specialist tools or data expertise.
Consistent every time
Repeatable, code-defined views whenever the dataset is updated.
No charts to build. No specialist tools to learn. Just a clear view of your data.
Provider Parent Name
Text
Distinct
36Records
141,775Data source - NHS England - Consultant-led referral to treatment waiting times, June 2026
Relationship Explorer
What looks ordinary alone can be unusual together.
Neadl measures how fields and values behave in combination, comparing what actually occurs with what would be statistically expected.
By combining association analysis with statistical correlation tests, Neadl surfaces unusual populations and significant business patterns that conventional single-field analysis can miss.
The anomaly is often not the value.
It is the relationship.
Relationship analysis
Sales Total × Number of Items
Data source - UK grocery store - Till transactional data
Context changes the signal
An ordinary value can become significant when it appears alongside something unexpected.
Observed versus expected
See whether each combination occurs as often as the wider distribution suggests it should.
From pattern to population
Move directly from an unusual pairing to the exact records responsible for it.
Anomaly Explorer
Your data defines normal. Neadl finds what breaks it.
Neadl uses unsupervised machine learning to identify behavioural anomalies in your data.
It learns how your data typically behaves, then ranks the records that depart most strongly from it. It does this without labelled examples, hand-built detection rules, externally prescribed expectations or the human bias they introduce.
Neadl InfluenceTM is our proprietary explainability algorithm. It shows which field values contributed most to each result, turning an anomaly score into evidence users can understand and investigate.
Data-led by design
Expected behaviour comes from the dataset, not predefined scenarios.
The whole record matters
Relevant fields are assessed together, not as isolated thresholds.
Influence makes it explainable
See the values contributing most strongly to every result.
Anomalies defined by your data. Explained by Neadl. Ready to investigate.
Review List
Turn discovery into structured review.
Neadl does not stop at insight. It gives teams a structured way to capture, investigate and progress what they find.
With Review List, teams can raise findings, discuss them, track their status and close them out. The full conversation history and activity log are retained, supporting control documentation and audit evidence.
Capture without breaking your flow
Add noteworthy records and analytical selections to Review List while you continue exploring.
Progress the work
Classify Review Points and move them through Open, In Review, Resolved, or Dismissed states.
Keep the context
Preserve the source analysis, record snapshot, notes, comments, and activity behind each Review Point.
Review by task or record
Manage individual findings or see the source record and its connected review work together.
Relationship Records
4 observed · 249.75 expected · 0.02×
| neadl_id | CMTE_ID | COMMITTEE | NAME | CITY | STATE | ZIP_CODE | TRANSACTION_DT | TRANSACTION_AMT | PURPOSE | CATEGORY_DESC | MEMO_TEXT | ENTITY_TP | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 130406 | C00731950 | THE WATERS COMMITTEE | NATION BUILDER | LOS ANGELES | CA | 90071 | 12/30/2019 | 0 | WEB PLATFORM | Solicitation and Fundraising Expenses | [ MISSING ] | [ MISSING ] | |
| 130407 | C00731950 | THE WATERS COMMITTEE | BRAD MARSTON | BOSTON | MA | 2108 | 12/13/2019 | 0 | WEB DESIGN | Solicitation and Fundraising Expenses | [ MISSING ] | [ MISSING ] | |
| 61645 | C00698753 | ALLEN THOMAS FOR CONGRESS | WCTI TV | NEW BERN | NC | 285602815 | 04/26/2019 | 0 | TV ADVERTISING | [ MISSING ] | [ MISSING ] | ORG | |
| 61626 | C00698753 | ALLEN THOMAS FOR CONGRESS | WNCT TV | GREENVILLE | NC | 278346928 | 04/26/2019 | 0 | TV ADVERTISING | [ MISSING ] | [ MISSING ] | ORG |
Data source · Federal Election Commission (FEC) · Campaign operating expenditures
Fully automated intelligence
Just upload.And run.
Neadl prepares, profiles, transforms and models your dataset automatically. All from a single click.
No manual pre-work. No manual model preparation. No labelled examples. No rules to build or maintain.
Make yourself a coffee. Come back ready to review the results.
Nothing to configure.
Once the run begins, Neadl handles every stage automatically.
Automated run
customer_orders_Aug26.xlsx
Detects format, delimiter, encoding and headers
Classifies dates, numbers, IDs, categories, text and more
Transforms source values into model-ready representations
Applies mathematics, statistics and machine learning
Shared mission
Four Lines of Defence.
One Problem.
From management and risk teams, to internal and external audit, every control function is trying to answer the same question:
What is unusual, risky, and needs investigating?
Neadl answers this question directly, at scale, with clarity.
Lines of defence
One Solution to Strengthen all lines
Deterministic methodology
Academic methods. Auditable logic.Evidence you can trust.
Neadl combines mathematics, statistics, unsupervised machine learning, and repeatable code-defined methods across data profiling, relationship analysis, anomaly detection, and explanation.
Academic methods
Mathematics, statistics, and conventional machine learning provide the analytical foundations.
Auditable logic
Repeatable, code-defined methods govern data profiling, relationship analysis & anomaly detection.
Evidence you can trust
Grounded in rules-based methodology, Neadl is designed to produce repeatable, explainable results you can review with confidence.
No Generative AI is used at any point across the Neadl platform. It is fully deterministic and auditable.
The intelligence is built into the logic, not outsourced to an LLM.
Questions and answers
FAQ
Neadl analyses structured, tabular datasets. It profiles individual fields, measures distributions and relationships, ranks unusual records, and produces evidence that users can investigate through the product.
Early access
Find what matters in your data.
Ready to tackle that Haystack?
Neadl is currently accepting a limited number of early-access teams.
Join the waitlist below to stay up to date with Neadl News and be first in line to join our next wave of anomaly finders.