Avennorth
Avennorth/Bearing
02Health Scoring

Bearing

Know your tech debt before it owns you.

Bearing scores your ServiceNow infrastructure for health, stability, and technical debt — then generates both an executive briefing and a technical deep-dive from a single assessment pass, plus a priced SOW for remediation.

BEARING — HEALTH ASSESSMENTSCANNING
Instance: client-prod-v14.service-now.com
847 CIs · 234 customizations · 56 active processes
HEALTH DIMENSIONS
62/100
Security posture
72%
Stability
54%
Performance
81%
Technical age
41%
Configuration debt
63%
GENERATED ARTIFACTS
Executive Summary
Board-ready · 6 pages
PENDING
Technical Deep-Dive
Engineer-ready · 48 pages
PENDING
Remediation SOW
23 items · $148K estimated
PENDING
3–6 wks
Saved per engagement
Bearing replaces the full manual assessment and proposal cycle with a single automated pass
Reports from one pass
Executive summary and technical deep-dive generated simultaneously from the same assessment data
5
Health dimensions scored
Security, stability, performance, technical age, and configuration debt — all with confidence bounds
Day 1
SOW ready to send
Findings convert directly to a priced remediation scope of work — no separate proposal writing
The Problem

ServiceNow assessments take weeks and produce artifacts nobody acts on.

A typical assessment engagement takes 3–6 weeks. The executive summary and the technical report are written by different consultants from the same raw data. The SOW is written by a third. By the time it's done, the environment has already changed. Bearing collapses scoring, reporting, and proposal generation into a single automated pass — so partners can run more assessments with less effort, and clients get findings fast enough to act on.

Predictive Degradation Baselines

See degradation before
the failure call.

Most monitoring tells you when something broke. Bearing tells you what's breaking — with confidence bounds on when it will fail. Every CI's health score is tracked over time, and Bearing models each trajectory against historical patterns to surface failures ahead of schedule — while there's still time to act.

Trajectory modeling

Each CI's health trend is modeled continuously, not just sampled at assessment time. Flat scores and declining scores are treated differently.

Confidence-bounded forecasts

Every forecast comes with explicit uncertainty bounds — not a point estimate. Narrow bands mean high confidence; wide bands flag where more data is needed.

Configurable forecast window

30, 60, or 90 days. Set the window to match your patching and remediation cycle — so findings surface with enough lead time to act on them.

Falsifier-mandatory findings

Every debt finding lists the explicit assumptions behind it. Change an assumption, and the finding — and its priority — updates automatically. No black-box rankings.

BEARING — DEGRADATION FORECASTLIVE
755025⚠ WARNDay 030d90dTODAY30-DAY FORECAST8155 ▼41 ⚠⚠ FORECAST: 27FAILURE RISK
auth-service-prod81STABLE
payments-gateway55DEGRADING
legacy-middleware41⚠ CRITICAL
3CIs tracked
30dforecast window
2entering risk zone
1critical trajectory
How It Works

Four steps, end to end.

01

Export or connect

Scan your ServiceNow instance via structured export or live access. No agents required for the assessment layer.

02

Score five health dimensions

Bearing evaluates every CI, customization, and process across security posture, stability, performance, technical age, and configuration debt — with confidence bounds on each.

03

Generate dual reports in one pass

One assessment run produces two artifacts simultaneously: a board-ready executive summary focused on business risk, and an engineer-ready deep-dive with specific debt items and remediation sequences.

04

Auto-generate the SOW

Bearing converts findings into a priced scope of work — prioritized remediation order, effort estimates, and client-ready pricing. What used to take a week of proposal writing takes minutes.

Who It's For

Built for the people who own this problem.

01

IT Operations Manager

Visibility into which CIs carry the highest remediation risk, before they cause incidents.

02

CISO

A continuous security posture score across every CI — not a point-in-time audit.

03

CIO

An executive health summary that translates infrastructure debt into business risk and investment required.

04

ServiceNow Partner / Consultant

An automated assessment tool that runs in days, not weeks, and produces client-ready deliverables.

Why Bearing

Built different.

Four capabilities you won't find assembled anywhere else.

01

Dual-report generation

One pass. Two audiences.

The same data produces an executive summary (business risk, investment exposure) and a technical deep-dive (specific debt items, failure patterns, remediation sequencing). No dual-authoring, no information mismatch between what the CIO sees and what engineering gets.

02

Assessment-to-SOW automation

Minutes, not weeks.

Bearing converts findings directly into a priced scope of work — prioritized by remediation sequence, enriched with effort estimates, structured for client review. Partners close faster. Clients see the path forward immediately.

03

Predictive failure baselines

See degradation before it breaks.

Bearing models degradation trajectories and surfaces CIs likely to fail within a configurable forecast window, with confidence bounds. Clients can see which debts are escalating vs. stable — and act before the incident, not after.

04

Falsifier-mandatory prioritization

Every finding is auditable.

Each debt finding comes with the explicit assumed facts used to generate it. If an assumption changes, the finding and its priority update automatically. No black-box scoring, no unexplainable rankings — every recommendation is traceable to its source.

Competitive Comparison

How Bearing stacks up.

14 capabilities across health scoring, automated deliverables, and platform depth.

CAPABILITY
BEARING
by Avennorth
ServiceNow Platform Analytics
Snow Software
Manual Assessment
Health Scoring & Assessment
Multi-dimensional CI health scoring
Five structured dimensions: security posture, stability, performance, technical age, configuration debt — each scored independently with explicit weighting
5 structured dimensions, scored per-CI with confidence bounds
SELECTED METRICS
TECH HEALTH
CUSTOM SCOPE
Predictive degradation trajectories
Health trends modeled over 30, 60, and 90-day windows with confidence-bounded forecasts — failure risk flagged before the CI fails, not after
30/60/90-day forecast trajectories with confidence bands
HISTORICAL ONLY
ROADMAP RISK
POINT-IN-TIME
Instance performance benchmarking
Each CI's health trajectory compared against comparable instances in the same class and environment — outliers identified by relative position, not just absolute threshold
CI benchmarked against comparable instance population
PLATFORM AVG.
NOT AVAILABLE
PEER COMPARISON
Confidence bounds on every finding
Explicit uncertainty bounds on each score — not black-box rankings, not analyst opinion — so decision-makers can distinguish high-confidence risks from provisional signals
Explicit bounds on every score — auditable, not opaque
NO BOUNDS
NO BOUNDS
ANALYST JUDGMENT
Continuous re-scoring on CI change
Scores update automatically when Pathfinder detects CI inventory changes — not just at assessment intervals, so risk reflects the current state of the environment
Re-scores on every Pathfinder CI change, continuously
NEAR REAL-TIME
SCHEDULED REFRESH
ONE-TIME ONLY
Report & Deliverable Generation
Dual-audience reports from one pass
Board-ready executive summary and engineer-ready technical deep-dive generated simultaneously from a single assessment run — no dual authoring, no version drift
Executive + 48-page technical, simultaneous, zero dual-authoring
DASHBOARD EXPORT
REPORT BUILDER
DUAL AUTHORED
Auto-generated priced SOW
Findings convert directly to a prioritized, effort-estimated scope of work with line-item pricing — no separate proposal writing required
Findings → priced remediation SOW in minutes
NOT AVAILABLE
NOT AVAILABLE
MANUAL PROPOSAL
Custom remediation prioritization rules
Priority weights configurable by CI class, environment criticality, and risk tolerance — so remediation ordering reflects organizational priorities, not default algorithm output
Priority weights configurable by CI class and environment
SCORING RULES
NOT AVAILABLE
FULL CUSTOM
Falsifier-mandatory finding auditability
Every debt finding cites the assumed facts used to generate it — if an assumption changes, the finding and its priority update automatically, without requiring a re-assessment
Every finding cites its assumptions — traceable to source data
NOT AVAILABLE
NOT AVAILABLE
ANALYST NOTES
Bitemporal assessment history
Every assessment state stored immutably — any past state replayable for compliance review, audit challenge, or post-incident attribution
Immutable bitemp store — any past assessment state replay-able
AUDIT LOG ONLY
VERSION HISTORY
REPORTS ONLY
Platform & Integration
Native ServiceNow CI record population
Health scores and debt findings written directly to ServiceNow CI records via the patent-protected integration layer — no ETL, no sync jobs, no field mapping overhead
Scores written directly to SN CI records — patent-protected
NATIVE
VIA CONNECTOR
MANUAL ENTRY
Upgrade risk assessment
Pre-upgrade risk scoring derived from Bearing assessment data — change risk quantified before the CAB submission, not estimated from version number and intuition
Bearing scores feed pre-upgrade risk before CAB submission
UPGRADE CTR
RISK SCORING
MANUAL REVIEW
Discovery-sourced CI inventory
CI inventory sourced from Pathfinder's live eBPF discovery — not from stale exports or manually maintained lists that diverge from the real environment
Live Pathfinder inventory — no stale exports, no manual lists
NATIVE
PARTIAL DISCOVERY
EXPORT-BASED
Cross-product intelligence chain
Health degradation signals feed Vantage at incident time for onset context, and Compass for CIO-level executive reporting — natively, without export or middleware
Health signals feed Vantage and Compass automatically
ITSM PARTIAL
STANDALONE
NOT APPLICABLE
COVERAGE (FULL OR PARTIAL)
14 / 14
9 / 14
7 / 14
7 / 14
Full native support
Partial / manual / integration required
Not available

Based on publicly available product documentation as of 2025–26. Manual Assessment represents a typical consulting engagement.

POWERED BY INTELLIGENCE

Indicators and intelligence,
grounded in this product.

HOW INTELLIGENCE REASONS HERE

When a health score degrades, Bearing hands the signal to Intelligence, which generates competing hypotheses — workload spike, CI relationship change, discovery gap, decay — and falsifies each against live CMDB evidence. Only the surviving explanation surfaces.

HEALTH INDICATORS
  • CI health score by class
  • Score degradation trend
  • Risk trajectory forecast
  • MTTR prediction
DEBT INDICATORS
  • Tech debt score
  • End-of-life exposure
  • Unsupported dependency ratio
  • Remediation priority rank
COVERAGE INDICATORS
  • Discovery completeness %
  • Relationship coverage
  • Attribute population rate
  • Stale CI ratio
STAKEHOLDER SIGNALS
CMDB Manager
Coverage gaps and CI quality score
IT Ops Lead
Health degradation alerts ranked by risk
ITSM Manager
MTTR prediction tied to debt ranking
Intelligence Chain

Where Bearing fits in the platform.

Bearing operates independently on export data. With Pathfinder live, it becomes a continuous health monitor — rescoring every time the CI inventory changes.

Get started

See Bearing in action.

Thirty minutes. A live environment. Real findings from your own data.

Book a Demo