Cybersecurity · LLM Reasoning at Scale

Your SIEM sees 5%
of your telemetry.

Logswiz applies LLM reasoning to 100% of your security events, authentication logs, network flows, and endpoint signals, in real time, at a fraction of traditional inference cost.

No credit card required · Up and running in minutes

⚑ LATERAL node=k8s-42 conf=0.97 ⚠ GEO FLAG user=u_4412 US→RU ✓ VERIFIED auth=pass 0.8ms ⚑ EXFIL slow·443 conf=0.94 ◈ SCORED MFA·legit conf=0.99 LLM REASONING · SECURITY TELEMETRY
The Problem

Attackers hide in the events
no one could afford to read.

Security teams have been forced to sample, filter, and drop telemetry to survive inference costs. Sophisticated actors have adapted their techniques to exploit exactly those gaps.

197

Avg. days attacker dwell time

The industry average before detection. Most of that time is spent in telemetry nobody was reasoning over.

<5%

Telemetry analyzed by avg. SIEM

The rest is dropped to control ingestion costs. The signal you need is almost always in that 95%.

100%

Logswiz event coverage

Every authentication event, network flow, and endpoint signal reasoned over, in real time, nothing dropped.

Case Studies

Real results. Real organisations.

What becomes possible when LLM reasoning runs over 100% of the data.

Financial Services
197 days → 4 hours
Mean attacker dwell time

Reducing dwell time from 197 days to 4 hours

A major financial institution was ingesting less than 8% of its security telemetry. After deploying LLM reasoning at full coverage, mean attacker dwell time dro...

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Telecommunications
6 weeks
Earlier detection vs estimated impact date

Detecting a supply chain compromise 6 weeks before impact

A Tier-1 European telco identified anomalous authentication behavior in a third-party integration 6 weeks before it would have caused a service disruption — a s...

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Healthcare
100%
PHI access log coverage achieved

Meeting HIPAA full-audit requirements without a 10× budget increase

A 47-hospital network needed full audit-trail coverage for HIPAA compliance but faced a $14M annual bill to achieve it with their existing SIEM. LLM reasoning a...

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How It Works

LLM reasoning applied to
every security event, in real time.

01

Ingest everything

Connect your SIEM, EDR, firewall, and auth logs. Logswiz ingests 100% of your security telemetry with no sampling policy.

02

Reason over every event

LLM reasoning is applied to each event, classifying intent, scoring risk, and surfacing cross-event patterns that static rules miss.

03

Surface what matters

Enriched, contextualized intelligence delivered to your SIEM, dashboard, or webhook, with confidence scores and full reasoning traces.

04

Integrate in minutes

Connect to Splunk, Elastic, Microsoft Sentinel, or any SIEM via standard connectors. No infrastructure overhaul required.

SECURITY.INFERENCE.COST
// SAME SECURITY TELEMETRY VOLUME.
// SAME LLM REASONING. DIFFERENT COST.
Standard LLM inference

1000× y

Cost to reason over x volume of security events

Logswiz

y

Same x volume. Same reasoning. Fraction of the cost.

Inference cost ratio

1000×

less to reason over the same data

Which means

Full coverage
becomes viable

// SAME MODEL. SAME OUTPUT. 1000× THE ROI.

The ROI

Full-coverage security
intelligence is now
financially obvious.

The value Logswiz delivers comes from two compounding factors: the volume of security events it reasons over that were previously invisible, and the reliability of the output that makes LLM inference genuinely trustworthy.

Together, they produce a return on investment that reframes the question entirely, not "can we afford to do this?" but "what has it been costing us not to?"

Get Started Free →

Stop sampling.
Start knowing.

See what 100% security telemetry coverage looks like for your environment, with a model reliable enough to put into production.