Every message checked to stay within the limits you set
A checkpoint for your AI: each message is evaluated against your rules in real time, and every decision shows the exact rule behind it.
Every message checked to stay within the limits you set
A checkpoint for your AI: each message is evaluated against your rules in real time, and every decision shows the exact rule behind it.
Every message checked to stay within the limits you set
A checkpoint for your AI: each message is evaluated against your rules in real time, and every decision shows the exact rule behind it.
Every message checked to stay within the limits you set
A checkpoint for your AI: each message is evaluated against your rules in real time, and every decision shows the exact rule behind it.
Every message checked to stay within the limits you set
A checkpoint for your AI: each message is evaluated against your rules in real time, and every decision shows the exact rule behind it.
Your AI can’t ship without one
Customer-facing AI doesn’t reach production until compliance can sign it off. Today’s fix, an LLM judging another LLM, is probabilistic too: it cuts errors but never reaches 100% accuracy, and when it’s wrong it can’t say why.
Your AI can’t ship without one
Customer-facing AI doesn’t reach production until compliance can sign it off. Today’s fix, an LLM judging another LLM, is probabilistic too: it cuts errors but never reaches 100% accuracy, and when it’s wrong it can’t say why.
Regulators require an explanation for every error, and every company is running into the same problem with AI explainability.
Regulators require an explanation for every error, and every company is running into the same problem with AI explainability.
Guardrails deliver rules you can read and answers you can trace
Guardrails deliver rules you can read and answers you can trace
Checked before, never after
Every message is evaluated in the pipeline. Nothing unchecked reaches a customer.
Checked before, never after
Every message is evaluated in the pipeline. Nothing unchecked reaches a customer.
Checked before, never after
Every message is evaluated in the pipeline. Nothing unchecked reaches a customer.
Same message, same answer
Logic makes the decision, not another LLM. Deterministic, every time.
Same message, same answer
Logic makes the decision, not another LLM. Deterministic, every time.
Same message, same answer
Logic makes the decision, not another LLM. Deterministic, every time.
Every answer shows its rule
Pass or flag, you see exactly which rule and which conditions decided it, even when something goes wrong.
Every answer shows its rule
Pass or flag, you see exactly which rule and which conditions decided it, even when something goes wrong.
Every answer shows its rule
Pass or flag, you see exactly which rule and which conditions decided it, even when something goes wrong.
How Guardrails turn your documents into a live checkpoint
Your regulation becomes structured rules which your compliance team can read, edit and approve, each one broken into small, focused checks. Every message is evaluated against them in real time, logic combines the results into a decision, and a failing message is rewritten until it passes.
How neurosymbolic AI works
How Guardrails turn your documents into a live checkpoint
Your regulation becomes structured rules which your compliance team can read, edit and approve, each one broken into small, focused checks. Every message is evaluated against them in real time, logic combines the results into a decision, and a failing message is rewritten until it passes.
How neurosymbolic AI works
Checks faster than a message takes to send
Frontier models need ~12 seconds. Small checks mean smaller, faster models.
Checks faster than a message takes to send
Frontier models need ~12 seconds. Small checks mean smaller, faster models.
Lowest false-positive rate
Against LLM baselines: flags your team can act on.
Lowest false-positive rate
Against LLM baselines: flags your team can act on.
Lowest false-positive rate
Against LLM baselines: flags your team can act on.
Zero inconsistent verdicts
Same input, same answer, every run.
Zero inconsistent verdicts
Same input, same answer, every run.
Zero inconsistent verdicts
Same input, same answer, every run.
Built with a tier 1 UK bank
Screening for economic crime: fraud, extortion, threats.
Built with a tier 1 UK bank
Screening for economic crime: fraud, extortion, threats.
Built with a tier 1 UK bank
Screening for economic crime: fraud, extortion, threats.
Economic Crime Prevention Guardrails, proof of concept
Detects and escalates economic crime risk in user and assistant chat, in real time. Developed and tested with a tier 1 UK bank.
Read the AI Trust Ceiling research
Economic Crime Prevention Guardrails, proof of concept
Detects and escalates economic crime risk in user and assistant chat, in real time. Developed and tested with a tier 1 UK bank.
Read the AI Trust Ceiling research
What it does
Every message in a chat is checked against a defined set of risk categories as the conversation happens, and flagged with the exact category and reasoning behind the flag. Scoped against the categories that resolve through language alone.
What it does
Every message in a chat is checked against a defined set of risk categories as the conversation happens, and flagged with the exact category and reasoning behind the flag. Scoped against the categories that resolve through language alone.
What it does
Every message in a chat is checked against a defined set of risk categories as the conversation happens, and flagged with the exact category and reasoning behind the flag. Scoped against the categories that resolve through language alone.
Built on real language understanding
Every message is read in real time, the same way a human reviewer would, just faster, checking intent, threats, and suspicious phrasing against the categories you’ve defined.
Built on real language understanding
Every message is read in real time, the same way a human reviewer would, just faster, checking intent, threats, and suspicious phrasing against the categories you’ve defined.
Built on real language understanding
Every message is read in real time, the same way a human reviewer would, just faster, checking intent, threats, and suspicious phrasing against the categories you’ve defined.
Wire fraud
Detects instruction changes for payments, a classic Business Email Compromise pattern.
Wire fraud
Detects instruction changes for payments, a classic Business Email Compromise pattern.
Wire fraud
Detects instruction changes for payments, a classic Business Email Compromise pattern.
Money laundering
Flags “structuring” or “obfuscation” intent, then confirms against transaction history.
Money laundering
Flags “structuring” or “obfuscation” intent, then confirms against transaction history.
Money laundering
Flags “structuring” or “obfuscation” intent, then confirms against transaction history.
Extending beyond language
For categories that need it, that reading can be checked against reference data like sanctions lists or PEP records: an added layer, not the core detection method.
Extending beyond language
For categories that need it, that reading can be checked against reference data like sanctions lists or PEP records: an added layer, not the core detection method.
Extending beyond language
For categories that need it, that reading can be checked against reference data like sanctions lists or PEP records: an added layer, not the core detection method.
WHAT OUR USERS SAY
“We’re harnessing the power of AI to revolutionise banking. UnlikelyAI’s neurosymbolic approach will allow us to test innovative new features for colleagues and customers that are not only useful, fast and intelligent, but also transparent and reliable. Together with UnlikelyAI, we are committed to ensuring that innovation goes hand-in-hand with customer benefit, accuracy and compliance.”
Ranil Boteju
Chief Data and Analytics Officer at Lloyds Banking Group
WHAT OUR USERS SAY
“We’re harnessing the power of AI to revolutionise banking. UnlikelyAI’s neurosymbolic approach will allow us to test innovative new features for colleagues and customers that are not only useful, fast and intelligent, but also transparent and reliable. Together with UnlikelyAI, we are committed to ensuring that innovation goes hand-in-hand with customer benefit, accuracy and compliance.”
Ranil Boteju
Chief Data and Analytics Officer at Lloyds Banking Group
WHAT OUR USERS SAY
“We’re harnessing the power of AI to revolutionise banking. UnlikelyAI’s neurosymbolic approach will allow us to test innovative new features for colleagues and customers that are not only useful, fast and intelligent, but also transparent and reliable. Together with UnlikelyAI, we are committed to ensuring that innovation goes hand-in-hand with customer benefit, accuracy and compliance.”
Ranil Boteju
Chief Data and Analytics Officer at Lloyds Banking Group
WHAT OUR USERS SAY
“We’re harnessing the power of AI to revolutionise banking. UnlikelyAI’s neurosymbolic approach will allow us to test innovative new features for colleagues and customers that are not only useful, fast and intelligent, but also transparent and reliable. Together with UnlikelyAI, we are committed to ensuring that innovation goes hand-in-hand with customer benefit, accuracy and compliance.”
Ranil Boteju
Chief Data and Analytics Officer at Lloyds Banking Group
WHAT OUR USERS SAY
“We’re harnessing the power of AI to revolutionise banking. UnlikelyAI’s neurosymbolic approach will allow us to test innovative new features for colleagues and customers that are not only useful, fast and intelligent, but also transparent and reliable. Together with UnlikelyAI, we are committed to ensuring that innovation goes hand-in-hand with customer benefit, accuracy and compliance.”
Ranil Boteju
Chief Data and Analytics Officer at Lloyds Banking Group
What’s live today
Initial proof of concept is scoped to categories that can be defined precisely in language alone, no external lookups required, and produce a clean, scorable benchmark.
What’s live today
Initial proof of concept is scoped to categories that can be defined precisely in language alone, no external lookups required, and produce a clean, scorable benchmark.
Extortion
Demand + threat + conditional framing
Extortion
Demand + threat + conditional framing
Extortion
Demand + threat + conditional framing
Kidnapping
Ransom or hostage/abduction language
Kidnapping
Ransom or hostage/abduction language
Kidnapping
Ransom or hostage/abduction language
Bribery
Offer or request of value to influence an outcome
Bribery
Offer or request of value to influence an outcome
Bribery
Offer or request of value to influence an outcome
Wire fraud
Urgency + instruction change + bypassing controls
Wire fraud
Urgency + instruction change + bypassing controls
Wire fraud
Urgency + instruction change + bypassing controls
Threats
Intent-to-harm language, tested against hypotheticals and venting
Threats
Intent-to-harm language, tested against hypotheticals and venting
Threats
Intent-to-harm language, tested against hypotheticals and venting
Built for the most regulated industries, runs anywhere rules are
Built for the most regulated industries, runs anywhere rules are
Banking
Regulated conversations and economic crime screening.
Banking
Regulated conversations and economic crime screening.
Banking
Regulated conversations and economic crime screening.
Accounting
Same platform, in production via Uncheck.
Accounting
Same platform, in production via Uncheck.
Accounting
Same platform, in production via Uncheck.
Insurance
Claims decisions with explanations assessors can act on.
Insurance
Claims decisions with explanations assessors can act on.
Insurance
Claims decisions with explanations assessors can act on.
See it in the work
Bring a rule you need to implement and retrieve the answers and exact conditions that fired.
See it in the work
Bring a rule you need to implement and retrieve the answers and exact conditions that fired.
