Why ELTON

ELTON vs. Legacy Testing

Consulting pentesting is an equation of time versus cost, and quality pays for both. Agentic testing deletes the equation: unbound discovery, expert reasoning, code-level fixes, and FDA traceability, on a fixed subscription.

CONSULTING PENTEST · SCOPE = OPINION FWBOOTUSBBLEWIFIUIAPITLSOSUPDATESERIALJTAGDBAUTHLOGRFMOBILEWEBCLOUDSPINFCCERTSFILESYSDEBUG 5 of 24 areas tested. Chosen by judgement, before the first packet. ELTON AGENTIC PENTESTING · SCOPE = EVERYTHING FWBOOTUSBBLEWIFIUIAPITLSOSUPDATESERIALJTAGDBAUTHLOGRFMOBILEWEBCLOUDSPINFCCERTSFILESYSDEBUG 24 of 24 areas, every build. Then expert reasoning about what came back. no hourly meter · no scoping call · no blind spots
The pentesting problem

Legacy consulting tests fail products.

Consultants bill by the hour. AI doesn't have one. So we test all year, every build, and the price never moves.

Results take forever.

A consulting pentest is a calendar: a week of setup, four weeks of testing, then a manual report. About six weeks to the surprises. ELTON returns findings in days.

ELTON delivers in days, not weeks

TIME TO FINDINGS Consulting pentest≈6 weeks to surprises 1 wk setup4 wks of actual testingmanual delivery ELTONfindings inside 2 days then continuous, every build, all year surprises at week 6 vs day 2

The report describes the release you already shipped past. ELTON tests the build you have now, and the next one, on the same subscription.

$100,000 pentests, 10 findings.

The median consulting pentest runs about $100,000 and returns fewer than 10 true positives. ELTON averages 10x the true-positive discovery at 75% less cost.

ELTON 10x the discovery, 75% less cost

TRUE-POSITIVE VULNERABILITIES Consulting pentest<10 per engagement ELTON10x true positives COST Consulting pentest$100,000 snapshot ELTON75% less · continuous

Volume is not noise when every finding is exploit-verified on the device. 10x the discovery, each one a true positive, ranked by reachability.

Basis of claim: median cost of approximately $100,000, a 4-week testing window, and fewer than 10 true-positive findings per consulting pentest, verified across 3 medical device cybersecurity consulting firms. ELTON delivers findings inside 2 days on covered devices.

Agentic pentesting

No more opinion. Unbound discovery.

With agentic pentesting, the decision about where to look is gone. ELTON looks everywhere, then reasons about the results in expert fashion. The tradeoff of human time for money no longer exists, so coverage no longer gets rationed.

Purpose-built for medical devices

The ELTON agentic pentesting pipeline is not a wrapper around a general model. Bring your own model; the harness, the tools, and the tradecraft are ours, built from a decade of physical device testing.

Device-specific tooling

Discovery runs tools designed to evaluate firmware, hardware (yes, physically), and software. Not web-app scanners pointed at an infusion pump.

The full system

Connected mobile and web applications are tested with the device as one system, seams included. The attack does not stop at the enclosure, so neither does the testing.

MODEL Bring your own,or run ours ELTON AGENTIC HARNESS A decade of device tradecraft, encoded. Looks everywhere, then reasons like an expert purpose-built for medical devices Firmwarebinary · RTOS Hardwareyes, physically SoftwareAPIs · services Mobile appsiOS · Android Web & cloudportals · backends OUTPUT The full system,verified findings
One pipeline across the whole product. The scoping call is replaced by all of it.
The remediation gap

ELTON sticks around.
Consultants leave paper.

A consulting report ends with a few vulnerabilities and advice like “sanitize input” or “perform better encryption.” There is no time or context to write prescriptive remediation, so quality suffers at the most important part. Knowing everything that is wrong just leaves a manufacturer holding regulatory risk. What they need is remediation assistance, close the loop.

The consulting fix.

A high-level description is all the clock allows. The report names the problem and hands you a category of advice.

Generic advice, nothing to apply

Reportremediation section F-01 · SQL injection in device query “You should sanitize input.” F-02 · Weak TLS on management port “Perform better encryption.” no file · no line · no patch · no verification

Which input, in which file, on which line? Not in the report. There was no time to write it, and no test to prove it.

The ELTON Fix.

ELTON ships prescriptive remediation down to the code fix, delivered as a ticket or over ELTON MCP.

ELTON provides fixes at the code level

WeaknessTLS negotiation on mgmt portPRESCRIPTIVE FIX · EXACT LINE- ctx = ssl.PROTOCOL_TLS+ ctx.minimum_version =ssl.TLSVersion.TLSv1_3verified against the digital twin · runtimeTicketJira · Azure DevOpsELTON MCPclosed-loop CI/CD1% prioritized now · every weakness carries a fix

Prescriptive fixes for the exact line, delivered where your developers already work. Open a ticket, or run it closed-loop over ELTON MCP.

The unreported findings

Legacy testing can’t report everything, so they simply stop.

Writing up a finding takes time, and time is the one thing the engagement ran out of. So consulting reports hand you a handful of highly curated issues and leave tens or hundreds unspoken. Not because they are not real: because reporting them did not fit the clock. Those unspoken issues are the vulnerabilities of the coming months and years, and you need to know about them today.

Curated by the clock

A few polished write-ups make the report. The rest of what the tester saw is cut for time and never leaves their notes.

Unspoken today, exploited tomorrow

The issues left out surface later as CVEs on your components. You learn about them with the rest of the world, in postmarket, on a deadline.

ELTON reports everything

Agentic reasoning writes up every true positive at no marginal cost. Nothing is left in anyone’s notes.

Reporting everything does not mean calling everything a vulnerability. ELTON uses conditions to defensibly separate a directly exploitable vulnerability from a weakness, so you are not holding regulatory debt for findings that are not exploitable on your product.

Weakness vs. vulnerability

A weakness is a vulnerability waiting for its condition.

ELTON rates each vulnerability in isolation, then lets the dependency graph decide what is actually exploitable. Entry vectors produce conditions. Findings require them. When a condition is met, the graph reclassifies on the fly, with the evidence attached.

TODAY · NO BREAKOUT EXISTSUser InterfaceLocked task, no shell, no filesystemKIOSK CONTAINMENT HOLDSCONDITION · RUNTIME OS ACCESS · UNMETCVE-2024-8811CVSS 9.8CVE-2023-4102CVSS 8.1CVE-2025-0233CVSS 7.8WEAKNESSES · NO PATH · RATING ALONE CHANGES NOTHINGThe OS behind the kiosk carries the CVEs. Nothing reaches them.The device is not exploitable here. It is fragile. THE DAY A UI BREAKOUT SHIPSUser InterfaceBreakout CVE · direct · rootCONDITION · RUNTIME OS ACCESS · METCVE-2024-8811CVSS 9.8CVE-2023-4102CVSS 8.1CVE-2025-0233CVSS 7.8SAME FINDINGS · NOW EXPLOITABLE · FIX THE ROOTSame defects, same CVSS. The condition is met, so the graphreclassifies them the moment the breakout lands.ELTON CALLS THIS FRAGILITYWeaknesses are not forgotten. The graph recomputes as new vulnerabilities surface,promoting weaknesses to vulnerabilities and back, on the fly, with the evidence attached.
The regulatory problem

Legacy testing fails FDA Traceability.

FDA expects hundreds of test cases, each traced from documentation to result. A point-in-time pentest cannot produce that. ELTON generates coverage and traceability as it tests. Submission-proof, audit-proof.

DIGITAL TWINComponents, interfaces, data flowsderiveTEST CASESSASTDASTFuzzingPentest1,847 test cases96% attack-surface coveragetraceTRACEABILITYFDA §524BSBOM · patch plan · doc → resultIEC 62304SW lifecycle · doc → resultThreat modelSTRIDE per interface · doc → resultEvery test case traced to its result
Get started

Stop buying snapshots. Start holding proof.

See the pipeline run on one of your devices: continuous discovery, on-device verification, and evidence a reviewer can replay.

Questions

Common questions about consulting pentests.

How much does a medical device penetration test cost?

The median consulting penetration test runs about $100,000 and returns fewer than 10 true positive findings, a basis verified across 3 medical device cybersecurity consulting firms. ELTON averages 10x the true positive discovery at 75% less cost, because consultants bill by the hour and the pipeline does not have one.

How long does it take to get penetration test results?

A consulting engagement is a calendar: about a week of setup, four weeks of testing, then a manual report, so roughly six weeks pass before the surprises arrive. ELTON returns findings inside 2 days on covered devices, and it tests the build you have now rather than the release you already shipped past.

Why do penetration test reports only list a handful of findings?

Because writing up a finding costs hours the engagement ran out of. Consulting reports carry a few polished write ups and leave tens or hundreds of real issues in the tester's notes, where they wait to surface later as CVEs on your components. ELTON writes up every true positive at no marginal cost.

Why do FDA reviewers flag penetration test reports?

FDA expects hundreds of test cases, each traced from documentation to result, and a point in time test cannot produce that. Across 1,000+ cybersecurity submissions the same deficiencies repeat: deferred findings left unfixed, no evidenced test cases per interface, no vulnerability management plan, and fixes offered without proof.

Is ELTON a wrapper around a general AI model?

No. Bring your own model. The harness, the tools and the tradecraft are ELTON's, built from a decade of physical device testing. Discovery runs tooling designed for firmware, hardware and software rather than web application scanners pointed at an infusion pump, and connected mobile and web apps are tested with the device as one system.

Exploitability management for medical devices. FDA §524B methodologyExploitability proven at runtime95% faster than legacy testing Book a Demo
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