TELEGENT AI
Value Measurement Framework

Opportunity Discovery Value™
Measuring the Business Impact of Opportunities You Never Knew Existed

The fundamental promise of Opportunity Intelligence™ is that it finds value the customer didn't know was there. But a promise isn't enough — you must be able to measure it, attribute it, verify it, and report it with the rigor of a financial audit.

The ODV™ framework is the measurement, attribution, and reporting system that proves the platform's value — and makes the ROI indisputable.

Audit-Grade Measurement
|
3 Attribution Models
|
Statistically Verified
|
Executive Reporting Standards
The ODV™ Formula

The Formula That Proves the Platform's Value

ODV™ is not a vanity metric. It is a rigorous, additive, auditable measurement of the total business impact created by opportunities the customer did not identify themselves — net of implementation costs, adjusted for attribution, and verified against ground truth.

The ODV™ Master Equation

ODV = Σ (CVi × Ai)Σ (ICi)
for all opportunities i discovered by the platform, not previously identified by the customer
CV — Captured Value

The total realized business impact of opportunity i, measured in dollars over a 12-month trailing window. Includes: direct revenue increase, cost reduction, capacity created (monetized at operational cost rate), customer retention value, and strategic optionality value.

CV = Revenue Impact + Cost Impact + Capacity Impact + Retention Impact + Optionality Impact
IC — Implementation Cost

The total cost incurred to capture opportunity i. Includes: technology cost (platform fees, integration, infrastructure), labor cost (internal team time at loaded rate), third-party cost (consultants, contractors), and opportunity cost of resources diverted from other initiatives.

IC = Tech Cost + Labor Cost + Third-Party Cost + Resource Opportunity Cost

ODV™ Component Definitions

RI

Revenue Impact

Net new revenue attributable to the discovered opportunity. Measured as incremental revenue above the customer's pre-discovery baseline.

Measurement Method

Difference-in-differences analysis comparing treatment group (opportunity captured) vs. control group (matched cohort, no capture). Time window: 12 months.

Formula

RI = (Rev_capture_group − Rev_baseline) − (Rev_control_group − Rev_baseline)

CI

Cost Impact

Verifiable reduction in operational costs directly traceable to the opportunity capture.

Measurement Method

Before/after cost comparison for the affected cost center, normalized for volume changes. Requires pre-capture cost baseline + 6 months of post-capture data for statistical validity.

Formula

CI = Cost_before (normalized) − Cost_after (normalized)

KCI

Capacity Impact

Hours of human work eliminated or automated, monetized at the organization's fully-loaded cost rate for that role. Capacity Created™ is the headline metric.

Measurement Method

Time-motion study or system log analysis comparing task completion time pre- and post-automation. Monetized at the organization's specific loaded labor rate.

Formula

KCI = Hours Eliminated × Fully-Loaded Hourly Rate

RTI

Retention Impact

Value of customers retained who would have churned without the opportunity capture. Only counts retention improvement above the customer's baseline churn rate.

Measurement Method

Cohort analysis with propensity-score-matched control group. Requires 12 months of post-capture data. Churn reduction × CLV of retained customers.

Formula

RTI = (Churn_baseline − Churn_post) × N_customers × CLV

OI

Optionality Impact

Monetized value of new strategic capabilities created — new markets now addressable, new products now possible, new partnerships now viable. The most subjective and conservatively valued component.

Measurement Method

Real options valuation methodology. Only counted when: (a) the new optionality has been formally acknowledged by executive leadership, and (b) a minimum viable threshold of investability is met (estimated market size ≥ $10M or strategic significance confirmed by board).

Formula

OI = MAX(0, RealOptionsValue − OptionExerciseCost) × 0.3 (conservatism discount)

ODV™ Worked Example — Behavioral Health Organization

OpportunityRICIKCIRTIOICV TotalAICODV Contribution
Automated intake scheduling$48K$132K$180K0.95$22K$149K
Missed CPT code recovery$187K$187K0.90$8K$160K
Cross-referral workflow$64K$215K$279K0.85$41K$196K
Capacity-based scheduling$31K$98K$50K$179K0.80$29K$114K
Total ODV™$619K

Note: RI = Revenue Impact, CI = Cost Impact, KCI = Capacity Impact, RTI = Retention Impact, OI = Optionality Impact, A = Attribution Factor, IC = Implementation Cost. All values annualized.

Attribution Models

Attribution: The Hardest Problem in Value Measurement

When value is created, multiple forces contribute — the platform's discovery, the customer's execution, market conditions, and luck. The Attribution Factor (A) in the ODV™ formula accounts for this. Telegent uses three attribution models, selected by context, with the most conservative model always available as a floor.

High-Confidence Attribution
A = 0.90–0.95
Model 1: Exclusive Discovery Attribution
Applies When

The opportunity was (a) not in the customer's CRM, roadmap, or any internal document, (b) not discussed in any executive meeting in the prior 12 months, and (c) the customer formally acknowledges it was surfaced by the platform.

Rationale

High attribution because the platform is the sole discoverer. The 5-10% discount accounts for the customer's execution contribution — the platform identified the opportunity, but the customer still had to capture it.

Verification Method

Discovery Audit™ — independent review of customer's pre-discovery documentation, CRM records, and executive attestation.

Collaborative Attribution
A = 0.50–0.75
Model 2: Shared Discovery Attribution
Applies When

The customer had some awareness of the problem domain but had not identified the specific opportunity, quantified its value, or developed a capture strategy.

Rationale

Shared credit. The customer knew there was a problem area; the platform identified the specific opportunity, quantified it, and provided the capture path. The factor is split based on: novelty of the specific opportunity (0-40%), quantification contribution (0-25%), capture path contribution (0-25%), and customer's prior awareness level (0-10%).

Verification Method

Contribution Decomposition Matrix — four-factor scoring with documented evidence for each factor.

Indisputable Minimum Attribution
A = 0.20–0.40
Model 3: Conservative Floor Attribution
Applies When

Applied when attribution is ambiguous, when the customer disputes the attribution factor, or when the opportunity was in a domain the customer was actively exploring.

Rationale

Deliberately conservative. Even if the customer would have eventually found the opportunity, the platform accelerated discovery and provided systematic capture. The value of acceleration alone justifies this floor.

Verification Method

Time-to-Discovery Counterfactual — estimated time the customer would have taken to discover this opportunity independently, compared to platform discovery time.

Attribution Model Selection Logic

Was the opportunity documented in the customer's CRM, roadmap, or internal systems prior to platform discovery?
Yes → Next questionNo → Model 1: Exclusive Discovery (A = 0.90–0.95)
Was the problem domain known, but the specific opportunity unidentified?
Yes → Next questionNo → Model 1: Exclusive Discovery (A = 0.90–0.95)
Had the customer attempted to quantify this opportunity previously?
Yes → Next questionNo → Model 2: Shared Discovery (A = 0.50–0.75)
Was the customer actively pursuing this opportunity domain?
Yes → Model 3: Conservative Floor (A = 0.20–0.40)No → Model 2: Shared Discovery (A = 0.50–0.75)
Verification Standards

Verification: Because Claims Without Evidence Are Worthless

Every dollar of ODV™ is subject to verification — independent, methodologically rigorous, and auditable. The verification framework is designed so that a third-party auditor could reproduce every number from source data.

Difference-in-Differences (DiD)

Applied To

Revenue Impact verification. Compares the treatment group (opportunity captured) against a matched control group over the same time period.

Rigor Requirements

Requires: parallel trends validation, propensity score matching (PSM) for control group selection, minimum n=30 in each group, p < 0.05 for statistical significance.

Standard

Gold standard for causal inference in observational data. Accepted by academic peer review and regulatory filings.

Before/After with Volume Normalization

Applied To

Cost Impact and Capacity Impact verification. Compares pre-capture and post-capture metrics normalized for volume/scale changes.

Rigor Requirements

Requires: 6 months of pre-capture baseline data, 6 months of post-capture data, volume normalization using units-of-service or equivalent, outlier removal (1.5× IQR).

Standard

Standard in operational consulting and process improvement. Requires documented normalization methodology.

Cohort Survival Analysis

Applied To

Retention Impact verification. Compares retention curves of customers affected by the opportunity capture vs. matched control cohort.

Rigor Requirements

Requires: Kaplan-Meier survival curves, log-rank test (p < 0.05), minimum 12-month observation window, propensity-score-matched control cohort.

Standard

Standard in clinical research and customer analytics. Accepted by investor due diligence.

Discovery Audit™

Applied To

Attribution verification. Independent review of the customer's pre-discovery state to confirm the opportunity was not previously identified.

Rigor Requirements

Requires: systematic search of CRM, project management tools, executive meeting minutes, strategic plans, and email archives (with appropriate permissions). Signed executive attestation of findings.

Standard

Proprietary Telegent methodology. Designed to be defensible in customer disputes and investor/board review.

Real Options Valuation

Applied To

Optionality Impact verification. Monte Carlo-based valuation of new strategic capabilities using risk-neutral pricing methodology.

Rigor Requirements

Requires: documented market assumptions, 10,000-run Monte Carlo simulation, sensitivity analysis across key parameters, 30% conservatism discount on final value.

Standard

Standard in corporate finance and strategic planning. Conservative discount applied to account for execution uncertainty.

Third-Party Reconciliation

Applied To

Cross-validation of all ODV™ components against independent data sources: customer financial systems, operational databases, and external market data.

Rigor Requirements

Requires: direct data feed or API connection to customer financial systems, reconciliation tolerance of ≤ 3% variance, monthly reconciliation cadence.

Standard

Audit standard. Designed to achieve SOC 2 Type II compliance for ODV™ reporting.

Verification Cadence & Materiality Thresholds

Monthly

Automated DiD and before/after calculations from connected data sources. Variance alerts if any ODV™ component changes by > 15% month-over-month.

Materiality

Surface-level verification. Exceptions flagged for review.

Quarterly

Full verification cycle: all six methods applied. Cohort analyses updated. Attribution factors reviewed and adjusted if evidence has changed.

Materiality

Materiality threshold: any single opportunity with ODV contribution > $50K/quarter must have documented verification.

Annual

Independent third-party audit of ODV™ calculations. Full Discovery Audit™ on top-20 opportunities by ODV contribution. Executive attestation signed by customer CFO or equivalent.

Materiality

Audit threshold: total ODV™ must reconcile to within 3% of customer financial systems. SOC 2 Type II compliance maintained.

Executive Dashboards

The ODV™ Executive Dashboard & Reporting Standard

ODV™ reporting is designed for the audiences that matter: the customer's CFO and Board (proving ROI), internal Telegent leadership (tracking platform performance), and investors (demonstrating category-defining value delivery).

Customer CFO Dashboard

Customer CFO, Finance Team, Procurement
  • Total ODV™ (TTM) with month-over-month trend
  • ODV™ by component: Revenue, Cost, Capacity, Retention, Optionality
  • ODV™ vs. Platform Cost: net ROI ratio
  • Top 10 opportunities by ODV contribution
  • Attribution model used for each opportunity
  • Verification status: % verified at gold/silver/bronze standard
  • Year-over-year ODV™ growth rate

Customer Board Report

Board of Directors, Audit Committee
  • Executive summary: ODV™ and platform ROI
  • ODV™ trajectory vs. board-approved targets
  • Strategic opportunities discovered (not just dollar value)
  • Opportunity Coverage Ratio™ (OCR) trend
  • Comparative benchmark: ODV™ vs. industry peers (anonymized)
  • Third-party audit status and findings
  • Forward-looking: projected ODV™ from current opportunity queue

Telegent Internal Dashboard

CRO, Customer Success, Product
  • Aggregate ODV™ across all customers
  • ODV™ per customer (ranked, with trends)
  • Attribution model distribution (what % of ODV uses each model?)
  • ODV™ by industry vertical and customer segment
  • ODV™ by discovery module (which Scout™ modules produce the most value?)
  • Time-to-first-ODV™ for new customers (speed to value)
  • ODV™ retention: is ODV™ growing or declining for mature accounts?

Investor Metrics Report

Current & Prospective Investors
  • Total Platform ODV™ (all customers, all time)
  • ODV™ CAGR (compound annual growth rate)
  • Net Dollar Retention including ODV™ impact
  • ODV™ per $1 of platform revenue (efficiency ratio)
  • Top-decile customer ODV™ (what does best-in-class look like?)
  • ODV™ verified at gold standard (highest rigor) as % of total
  • Category-defining metric: total value discovered that customers did not know existed

ODV™ Reporting Standards

ODV™ Must Be Net, Not Gross

All ODV™ figures are net of implementation costs. Gross value claims are not permitted. The formula ODV = Σ(CV × A) − Σ(IC) is inviolable.

Attribution Must Be Disclosed

Every ODV™ report must disclose the attribution model used (Exclusive, Shared, or Conservative Floor) and the specific Attribution Factor for each opportunity. Aggregate reports must show the distribution across models.

Verification Level Must Be Disclosed

Each ODV™ component carries a verification level: Gold (third-party audited), Silver (automated verification with documented methodology), or Bronze (self-reported, pending verification). Aggregate ODV™ reports must show the % at each level.

Optionality Impact Is Always Separate

Optionality Impact must be reported as a separate line item, never commingled with realized revenue or cost impact. The 0.3 conservatism discount must be applied and disclosed.

All Assumptions Must Be Documented

Every parameter used in ODV™ calculation — baseline periods, growth rates, normalization factors, discount rates, loaded labor rates — must be documented with source and rationale. Parameter changes trigger a restatement note.

Restatements Are Normal and Expected

As new data arrives (longer observation windows, improved matching, discovered errors), ODV™ figures may be restated. Restatements are disclosed with explanation. A culture of restatement signals rigor, not weakness.

ODV™ Is the Proof That the Platform Works

Every component of ODV™ — from the master formula to the attribution models to the verification standards — is designed to make the platform's value indisputable. Explore how the full architecture discovers, validates, and captures the opportunities that ODV™ measures.

TELEGENT AI
Business Consultant
TELEGENT
Welcome. I'm your TELEGENT business consultant — I specialize in helping organizations identify where automation can recover revenue, reduce operational drag, and accelerate growth.

Here's what I can do for you in the next few minutes:

Revenue Recovery Assessment — quantify how much revenue you're losing to missed calls, slow response times, and operational gaps
Automation Readiness Diagnostic — evaluate where intelligent automation would deliver the highest ROI in your organization
Solution Recommendation — based on your size, industry, and goals, I'll recommend the right TELEGENT engagement tier
Industry-Specific Analysis — tailored insights for your vertical (healthcare, real estate, legal, professional services, and more)

All conversations are confidential and diagnostic in nature. Where would you like to start?
Confidential Diagnostic No obligation