The Work Model for the regulated enterprise

AI conquered code.
The next eighty percent lives in enterprise muscle memory.

X5 observes how your most experienced operators move through enterprise software at the operating system level. The platform replicates their judgment as a Digital Twin and runs the work autonomously inside the customer's perimeter, sovereign by deployment, model-agnostic, with no data egress at any stage.

See the platform
i.Observercaptures OS-level workflow
ii.Synthesisbuilds the Digital Twin
iii.Digital Twinexecutes and logs the trace
Built for

The regulated enterprise, end to end.

i.Financial servicesBanking · Capital markets
ii.InsuranceClaims · Underwriting
iii.HealthcarePayers · Providers
iv.Cloud infrastructureHyperscalers · Sovereign cloud
The frame

Eighty percent of enterprise work isn't code. It's judgment, carried in the muscle memory of your best people.

The ops analyst navigating five systems to process a claim. The compliance officer running the same audit across two hundred accounts. The underwriter toggling between legacy applications that will never get APIs. This work is bespoke, undocumented, and lives in the people you cannot afford to lose.

RPA breaks the moment a UI changes. A generic copilot answers a question, then asks the operator to do the work anyway. The exception layer is where enterprise judgment lives, and where every off-the-shelf tool fails.


i.Architecture

A three-stage architecture, run entirely behind the firewall.

Three components, no external dependencies, no APIs required, no integration tax. The platform observes work at the operating system level, synthesizes the underlying judgment into an executable model, and runs that model against the work, with a signed trace of every action.

Stage one
Observe
// observer-agent

A passive, silent agent runs on each operator's endpoint at the operating system level. Captures every screen, click, keystroke, and decision across every application the operator touches. Local processing, no data egress.

Mac · Win · Linux✓ endpoint-native
Stage two
Synthesize
// cognitive-synthesis-engine

Behavioral data becomes a structured map of work: who does what, with what variation, where time is lost, who is consistently best. X5 synthesizes a model that captures judgment, not just keystrokes.

Model-agnostic✓ per-customer
Stage three
Execute
// digital-twin

The synthesized model becomes a Digital Twin: an executable replica of the best operator. The Twin reviews, augments, or runs the work autonomously, escalating to a human when judgment is required. Every action produces a Decision Trace.

Autonomous · HITL✓ signed traces
ii.The X5 Console

One view of the work, finally reproducible.

Twins, workflows, escalations, and decision traces, in a single console under your security team's control. They hold the keys. Your auditors hold the trace.

console.x5labs.internal / twinsprod · 17 twins active · trace 100%

Digital Twins

AllProductionStagingDrafting
TwinStatusVolume · 24hEscalationsTrace
FNOL Triage · L1twins/fnol-l1LIVE2,8414 · 0.14%100%
Wire Compliance Reviewtwins/wire-compLIVE1,12712 · 1.06%100%
Underwriting · Autotwins/uw-autoLIVE4087 · 1.72%100%
Audit Reconciliation Q2twins/aud-recon-q2REVIEW882 · 2.27%100%
Claims Subrogationtwins/claims-subLIVE3121 · 0.32%100%
Sanction Screening · Tier-2twins/sanc-t2PAUSED
The Decision Trace

A signed audit trail at every action, replayable in the customer's VPC.

A live view of one production deployment, redacted. Every action the Digital Twin takes produces a cryptographically signed step the auditor reproduces in their own browser. Nothing leaves the perimeter.

x5 · trace · streamredacted view
signed SHA-256egress 0 bytestenant prod-us-east-1
14:02:11.084[twn]close-triageclaim-2026-058-417 · fast-track L1 criteria matchedtrace #f9c2 · seal #7c4a
14:02:10.412[twn]notify-claimantFNOL ack · template std-v4 · no exception flagstrace #f9c1
14:02:09.341[twn]escalate-L2wire $2.4M · OFAC review band · 1106-c policytrace #f9c0
14:02:08.622[syn]match-patternplaybook 5.2 v2.4 · confidence 0.984trace #f9bf
14:02:07.802[twn]bind-policypol-88193 · coverage in-force · no waivertrace #f9be
14:02:06.418[obs]capture-inputguidewire · click · btn-confirm-bindtrace #f9bd
14:02:05.117[aud]package-evidenceQ2 control-3 · 142 traces · sealed · examiner-bundletrace #f9bc
14:02:04.331[syn]retrain-deltafnol-l1 · 4 corrections · gradient appliedtrace #f9bb
14:02:03.207[twn]file-subrogationsub-88-022 · third-party liability · cleantrace #f9ba
14:02:02.628[twn]post-decisionclaims-sub · sub-88-022 filed · 6m savedtrace #f9b9
14:02:01.901[obs]capture-screenguidewire · claim-detail · pii-mask appliedtrace #f9b8
14:02:00.748[twn]pull-policypol-88193-22 · system-of-record · 28mstrace #f9b7
14:01:59.622[obs]capture-inputFNOL-inbox · msg-44210 · receivedtrace #f9b6
14:01:58.404[twn]match-criteriaL1 fast-track · 5.2 · 0.984trace #f9b5
14:01:57.213[syn]load-playbookclaims-l1 v2.4 · 88 rules · model loadedtrace #f9b4
14:02:11.084[twn]close-triageclaim-2026-058-417 · fast-track L1 criteria matchedtrace #f9c2 · seal #7c4a
14:02:10.412[twn]notify-claimantFNOL ack · template std-v4 · no exception flagstrace #f9c1
14:02:09.341[twn]escalate-L2wire $2.4M · OFAC review band · 1106-c policytrace #f9c0
14:02:08.622[syn]match-patternplaybook 5.2 v2.4 · confidence 0.984trace #f9bf
14:02:07.802[twn]bind-policypol-88193 · coverage in-force · no waivertrace #f9be
14:02:06.418[obs]capture-inputguidewire · click · btn-confirm-bindtrace #f9bd
14:02:05.117[aud]package-evidenceQ2 control-3 · 142 traces · sealed · examiner-bundletrace #f9bc
14:02:04.331[syn]retrain-deltafnol-l1 · 4 corrections · gradient appliedtrace #f9bb
14:02:03.207[twn]file-subrogationsub-88-022 · third-party liability · cleantrace #f9ba
14:02:02.628[twn]post-decisionclaims-sub · sub-88-022 filed · 6m savedtrace #f9b9
14:02:01.901[obs]capture-screenguidewire · claim-detail · pii-mask appliedtrace #f9b8
14:02:00.748[twn]pull-policypol-88193-22 · system-of-record · 28mstrace #f9b7
14:01:59.622[obs]capture-inputFNOL-inbox · msg-44210 · receivedtrace #f9b6
14:01:58.404[twn]match-criteriaL1 fast-track · 5.2 · 0.984trace #f9b5
14:01:57.213[syn]load-playbookclaims-l1 v2.4 · 88 rules · model loadedtrace #f9b4
STREAM · LIVEsigned in customer KMS · verifiable in-browser
iii.Sovereignty and governance

Built for the room where legal, InfoSec, and the regulator already sit.

The Observer, the Synthesis Engine, and the Digital Twin all run where the customer's security team holds the keys. The data deletion utility ships in the same boundary and executes against the customer's own retention policy. X5 is never in the loop and never sees the data.

i.

Customer Data trains the customer's own model. Nothing else.

Recordings, agent outputs, traces, operational artifacts. Used to fine-tune the customer's own model instance inside their VPC. Never leaves the perimeter. Never trains a shared model.

ii.

Model-agnostic at every layer.

Runs on any underlying foundation model. No vendor lock-in. Customers swap models as the frontier shifts, without re-platforming.

iii.

The deletion utility is yours to run.

A configurable utility runs inside the customer's VPC, executed according to the customer's retention policy. X5 is never in the loop and never sees the data.

iv.

Audit-grade by default.

Every action produces a replayable Decision Trace tied to the underlying source artifacts. Examiner-ready evidence packages on every workflow run.


iv.Where X5 fits

Four repeatable categories. One platform.

i.

Regulatory and compliance workflows

Regulatory reporting, compliance verification, audit-grade evidence packages, regulator-facing artifacts. Environments where the artifact is the deliverable and reproducibility is the requirement.

Financial services · Healthcare · Medical device
ii.

Back-office and transaction operations

Claims, loans, wires, payments, exception handling, multi-system reconciliation. Long-tail processes built across legacy applications that will never receive an API.

Insurance · Banking · Capital markets
iii.

Revenue and deal operations

Sales and commercial process automation. Deal closing, customer onboarding, contract assembly across enterprise stacks. Compressing weeks of cross-stack work into hours, without breaking the audit trail.

Enterprise B2B · Insurance brokers
iv.

Modernization and legacy bridge

A bridge layer between legacy systems and the modern AI platform during phased modernization, so the institutional expertise survives the transition rather than walking out with the people who hold it.

Insurance core systems · Bank technology · Healthcare claims
Engage X5

A working session with the X5 deployment team.

A working session with our deployment team. Same-week response. We come ready with the architecture, the security posture, and a deployment plan against your specific environment.

ResponseSame week

Routed to our deployment team inside 24 hours

FormatWorking session

Architecture, posture, deployment plan

PostureSovereign · Zero data egress

SOC 2 Type 2 · ISO 27001 · GDPR

GeographyGlobal delivery

US · EU · UK · APAC · MENA