Businesses Like Yours™
A proprietary intelligence engine that uses Business DNA™ results to benchmark your organization against the most statistically relevant peer set available — not generic industry averages, but organizations that share your organizational identity across five independent dimensions.
How the Engine Gets Smarter
Similarity Scoring™ & Business DNA Matching™
The engine doesn't compare you to "companies your size in your industry." It finds organizations that think, grow, hire, communicate, and operate like you — then benchmarks against them.
Five-Dimensional DNA Matching
Business Archetype
Structural identity — how the organization is organized to deliver value
Growth Archetype
Growth engine — how the organization acquires and converts customers
Workforce Archetype
Talent architecture — how the organization hires, develops, and deploys people
Communication Archetype
Interaction model — how the organization communicates internally and with customers
Operational Archetype
Execution engine — how the organization systematizes and automates operations
Similarity Score Formula
Weighted cosine similarity across five normalized archetype vectors
Peer Set Matching Tiers
Organizations that share your exact Business DNA™ profile. Best for detailed operational benchmarks.
Organizations with minor archetype variance. Best for strategic benchmarks and growth comparisons.
Organizations sharing 3+ archetypes. Best for aspirational benchmarks from adjacent profiles.
Organizations too different to produce statistically valid comparisons. Excluded from benchmarks.
Four Proprietary Similarity Scores™
Beyond DNA matching, the engine computes four independent similarity dimensions — each producing a 0–100 score that determines peer set composition and benchmark precision.
Business Similarity Score™
How similar is your organizational structure to the peer set?
Measures structural similarity across revenue band, headcount, location count, service lines, and operational complexity — normalized against the full corpus to produce a single 0–100 score.
Industry Similarity Score™
How closely does your industry profile match the peer set's?
Measures industry alignment using NAICS-based proximity, sub-industry specialization, customer type overlap, and regulatory environment similarity — producing a 0–100 industry affinity score.
Workforce Similarity Score™
How similar is your workforce structure and maturity?
Compares workforce composition, maturity level, digital adoption stage, and talent architecture to produce a 0–100 workforce affinity score that determines which organizations share your workforce profile.
Business Impact Similarity Score™
How similar is your business impact profile to the peer set?
Measures alignment across five Business Impact dimensions to identify organizations achieving similar outcomes — enabling outcome-based peer comparisons and aspirational benchmarking.
Composite Similarity Index™ (CSI™)
The four similarity scores combine with the Business DNA™ Similarity Score to produce the Composite Similarity Index™ — a single 0–100 metric that determines an organization's primary, secondary, and aspirational peer sets.
Matching Algorithm Specification
A five-phase computational pipeline that transforms a Business DNA™ assessment into ranked, scored peer sets — running at sub-second latency even at 10,000+ organizations.
Structural Filter
Structural Filter
Filter the full organizational corpus to candidates within the same or adjacent revenue band and similar organizational complexity (location count ± 1 tier, headcount within 3x range). This eliminates structurally incomparable organizations before any DNA comparison.
DNA Similarity Computation
DNA Similarity Computation
Compute the Business DNA™ Similarity Score for every candidate using weighted cosine similarity across five normalized archetype vectors. This is the most computationally intensive phase — every candidate receives a full 5D similarity computation.
Multi-Dimensional Similarity Scoring
Multi-Dimensional Similarity Scoring
For candidates with DNA Similarity ≥ 70%, compute BSS, ISS, WSS, and BIS — the four additional proprietary similarity scores. These refine the peer set by identifying organizations that are structurally, market-wise, workforce-wise, and outcome-wise similar.
Composite Similarity Index™ Ranking
Composite Similarity Index™ Ranking
Compute CSI™ for all qualifying candidates and rank them. The top N form the primary peer set. CSI™ thresholds determine peer set buckets: Primary (CSI™ ≥ 60), Secondary (50–59), Aspirational (40–49).
Benchmark Computation & Output Generation
Benchmark Computation & Output Generation
For each peer set bucket, compute all benchmark metrics (averages, distributions, percentiles, top-decile values). Generate all six canonical outputs. Apply minimum peer-set-size validation (≥12 orgs); if insufficient, expand to adjacent archetypes.
Algorithm Safeguards & Edge Cases
If fewer than 12 organizations meet the ≥70% DNA similarity threshold, the algorithm expands to adjacent archetypes (one archetype variation per dimension, up to 2 dimensions at a time) until a statistically meaningful peer set is formed. Expansion is transparent — the report notes when benchmarks include adjacent-archetype organizations.
When an organization has an archetype combination never seen before, the algorithm uses nearest-neighbor matching in the 5D archetype space, weighted by dimension importance. Benchmarks are flagged as 'initial — confidence building as corpus grows.' Confidence scores are lower for novel combinations.
Organizations in the lowest or highest revenue bands have naturally smaller peer sets. The algorithm applies relaxed revenue-band matching (up to 2 bands away) and increased weight on non-revenue similarity dimensions (DNA, workforce, industry).
Organizations operating across multiple NAICS codes receive a weighted industry profile. The ISS computation uses industry-weighted averaging. For benchmarks, the algorithm can produce per-industry comparisons when the organization has ≥30% revenue in secondary industries.
Organizations undergoing rapid growth, M&A, or business model transformation are flagged. Their historical benchmarks include a 'trajectory adjustment' that accounts for the rate of change. Peer sets are updated quarterly to reflect their evolving profile.
The algorithm monitors peer set stability quarter over quarter. If an organization's peer set shifts beyond a threshold (indicating business evolution), the algorithm triggers a re-assessment recommendation and adjusts benchmark continuity reporting.
Industry Benchmarking™ & Workforce Benchmarking™
Two of the six core benchmarking categories — comparing financial structure and workforce maturity against organizations that share your Business DNA™ profile.
Industry Benchmarking™
Financial and operational metrics benchmarked against your DNA-matched peer set. Every metric is complexity-adjusted — a $50M multi-site enterprise isn't compared to a $2M single-location business, even if they share an archetype.
| Metric | Unit |
|---|---|
| Revenue per Employee | $ |
| Gross Margin % | % |
| YoY Growth Rate | % |
| Customer Acquisition Cost | $ |
| LTV:CAC Ratio | ratio |
| OpEx % of Revenue | % |
Workforce Benchmarking™
Digital Workforce adoption and performance benchmarks — segmented by maturity stage and workforce configuration. Organizations are compared to peers at the same maturity stage (for realistic benchmarks) and one stage ahead (for aspirational benchmarks).
| Metric | Unit |
|---|---|
| Digital Maturity Score | 0–100 |
| Capacity Utilization % | % |
| Per-Member ROI | multiple |
| Expansion Velocity | days |
| Workforce Cost % of Revenue | % |
| Adoption Breadth | count |
Business Impact Benchmarking™ & Customer Experience Benchmarking™
Measure what matters — the five Business Impact dimensions and six Customer Experience metrics that determine whether your organization is extracting maximum value from every customer interaction.
Business Impact Benchmarking™
Revenue Protected™
Revenue recovered from missed or leaked customer interactions
Cash Flow Improved™
Reduction in cash conversion cycle from automation
Expenses Reduced™
Operating expense reduction from Digital Workforce deployment
Capacity Created™
Hours reclaimed per week through automation
Efficiency Gains™
Process throughput improvement from automation
Customer Experience Benchmarking™
| Metric | Unit | Industry Avg | Top 10% |
|---|---|---|---|
| Response Velocity | minutes | 12 min | <2 min |
| First-Contact Resolution | % | 64% | 89% |
| CSAT Score | 1–5 | 3.8 | 4.7 |
| Retention Rate | % | 78% | 94% |
| Referral Rate | % | 18% | 42% |
| Net Promoter Score | −100 to +100 | 32 | 68 |
What the Engine Produces
Six canonical outputs — each generated fresh for every Business DNA™ assessment. Every output becomes more precise as the underlying dataset grows.
Businesses Like Yours™
The core output. A ranked list of organizations in your peer set — anonymized — with key differentiators identified. See what 'normal' looks like for businesses with your DNA profile.
"12 organizations share your exact Business DNA™ profile. They average $8.2M revenue, 47 employees, 3 locations."
Top Performing Organizations™
The top decile of your peer set — organizations achieving the highest Business Impact Scores™, fastest growth rates, and strongest customer experience metrics. What 'best-in-class' looks like.
"The top 3 organizations in your peer set achieve 2.3x your Revenue Protected™ rate and 1.8x your Capacity Created™."
Average Workforce Impact™
Mean Workforce Impact Score™ across your peer set, broken down by maturity stage and workforce configuration. Shows what workforce outcomes are achievable at each stage.
"Organizations at Established maturity with a Revenue Growth workforce average 4.3x ROI — you're at Developing with 2.1x."
Average Business Impact™
Mean Business Impact Score™ decomposed into five contributing metrics. Shows where organizations like yours are getting the most impact — and where they're leaving value on the table.
"Your peer set averages 62.3 on Revenue Protected™ but only 34.7 on Expenses Reduced™ — an underutilized opportunity."
Most Recommended Workforce™
The single workforce configuration most commonly recommended by the engine for your peer set. Derived from gap analysis and expansion-trigger frequency across similar organizations.
"Revenue Growth Workforce is recommended for 68% of organizations in your peer set — it's the highest-ROI first deployment."
Most Common Expansion Recommendation™
The specific Digital Team Member™ or bundle most frequently triggered for expansion among organizations sharing your profile. The 'next logical step' derived from peer data.
"Digital Bookkeeper™ is the #1 expansion trigger in your peer set — organizations that add it see +$14K/mo average impact."
Extended Engine Outputs
Beyond the six canonical outputs, the engine produces four additional outputs that provide deeper comparative intelligence — revenue recovery benchmarks, capacity creation analysis, workforce composition patterns, and empirically-validated configuration recommendations.
Average Revenue Recovery™
Mean Revenue Protected™ across the peer set, decomposed by source (missed calls, lost referrals, abandoned scheduling, admission leakage, uncaptured orders). Shows what revenue recovery rate is achievable for organizations like yours.
Average Capacity Created™
Mean hours reclaimed through Digital Workforce™ deployment across the peer set. Broken down by function (customer response, scheduling, admissions, billing, reporting) so organizations can see where the capacity is actually being created.
Most Common Digital Team Members™
The Digital Team Members™ most frequently deployed by organizations sharing your DNA profile — ranked by deployment frequency, average ROI, and satisfaction. Shows what workforce configuration works best for businesses like yours.
Most Successful Workforce Configuration™
The specific workforce configuration (member combination + deployment sequence + integration topology) that produces the highest composite Business Impact Score™ in the peer set. The empirically-validated best setup for organizations like yours.
How Benchmarks Improve With Scale
Where Benchmarks Come to Life
Businesses Like Yours™ powers four platform surfaces — each optimized for the decisions made there. No separate login, no separate tool. Benchmarks appear where they drive action.
Business DNA™ Report
6 Components- Your Businesses Like Yours™ peer set summary
- Five-dimension radar chart with industry average overlay
- Benchmark positioning: where you rank vs. peers on every metric
- Top 3 peer characteristics that define organizations like yours
- Recommended actions ranked by projected Business Impact
- Six-column comparison: Your Business vs. Industry Avg vs. Top 10%
Business Impact Dashboard™
6 Components- Live Benchmark Comparisons™ widget with real-time peer data
- Revenue Protected™ percentile ranking vs. dynamic peer set
- Capacity Created™ gauge with peer-average reference line
- Operational Efficiency Gains™ trend with top-decile overlay
- Cash Flow Improved™ waterfall chart with industry benchmark
- Benchmark Alerts™ — notification when peer metrics shift >5%
Workforce Intelligence™
6 Components- Workforce Maturity distribution across your peer set
- Per-member ROI benchmark comparison (all deployed members)
- Adoption velocity tracker vs. peer-set average
- Most Common Configuration in your peer set
- Expansion trigger frequency analysis (what peers expand, when)
- Workforce Impact Score™ percentile ranking vs. DNA-matched peers
Executive Intelligence Center™
6 Components- Quarterly Benchmark Comparison across all 6 categories
- Executive summary with narrative gap interpretation
- Top 5 improvement opportunities ranked by financial impact
- Recommended workforce adjustments with ROI projections
- Peer-set evolution: how organizations like yours are changing
- Forward benchmark projections based on your trajectory curve
Visualization Specifications
Radar Chart
Five-dimension DNA overlay with peer-set average — instantly see where you diverge from organizations like yours.
Percentile Gauge
Single-metric percentile ranking within your peer set — Revenue Protected™, Capacity Created™, and more.
Waterfall Cascades
Decomposed impact metrics showing contribution of each Digital Workforce to total Business Impact vs. peer average.
Trend Lines
12-month trajectory projections with top-decile and industry-average overlays — where you're heading vs. where peers are going.
Distribution Histograms
Peer-set distribution curves showing where you sit in the population — not just min/max/average, but the full spread.
Heat Maps
Two-dimensional density maps — e.g., Revenue Protected™ vs. Workforce Maturity across the peer set.
Proprietary Scoring Models
Three proprietary models power the engine. Each is continuously recalibrated as the dataset grows — making the scoring more precise and more predictive with every assessment.
Business DNA™ Similarity Score
Weighted multi-dimensional cosine similarity across 5 normalized archetype vectors, complexity-adjusted by revenue band and location count.
Business Impact Quotient™
Composite of five normalized Business Impact dimensions, weighted by organizational size and revenue band.
Workforce Maturity Index™
Stage-weighted composite measuring Digital Workforce adoption across five maturity levels — Nascent, Developing, Established, Advanced, Optimized.
Platform Integration Architecture
Businesses Like Yours™ is not a standalone feature — it is an intelligence layer woven through four platform surfaces. Each integration point creates bidirectional data flow that enriches both the engine and the consuming platform.
Business DNA™
Bidirectional IntegrationAssessment completion triggers the Businesses Like Yours™ engine — no manual action required
Five archetype dimensions are passed as the primary matching vectors
Revenue band, headcount, location count, and industry codes are passed as structural filters
Peer set is computed and stored as part of the organization's Business DNA™ profile
Re-assessment (quarterly) triggers peer set recomputation — tracking how the organization's peers evolve
Business DNA™ → Businesses Like Yours™: 5 archetypes + structural metadata. Reverse: peer set composition + benchmark position returned to DNA report.
Workforce Intelligence™
Bidirectional IntegrationWorkforce Intelligence Scores™ (WIS, WRS, WCS, WOS, ERS) are fed into the Workforce Similarity Score™ computation
Digital Team Member™ deployment data powers 'Most Common' and 'Most Successful' output generation
Maturity stage and expansion velocity become workforce benchmark inputs
Per-member ROI data enables workforce configuration comparison across the peer set
Expansion trigger frequency analysis identifies what triggers are most common in the peer set
Workforce Intelligence™ → Businesses Like Yours™: 5 WI scores + deployment data + maturity stage. Reverse: workforce benchmarks + configuration recommendations returned.
Business Impact Dashboard™
Bidirectional IntegrationBusiness Impact Scores™ (Revenue Protected, Capacity Created, Cash Flow Improved, Expenses Reduced, Efficiency Gains) power the Business Impact Similarity Score™
Live Benchmark Comparisons™ widget displays real-time percentile rankings within the peer set
Benchmark reference lines are rendered on every dashboard gauge — showing peer average and top-decile
Benchmark Alerts™ fire when peer-set metrics shift by >5%, signaling competitive landscape changes
Quarterly Business Impact Reports™ include Businesses Like Yours™ benchmark comparisons as a core section
Business Impact Dashboard™ → Businesses Like Yours™: 5 BI scores + trend data. Reverse: benchmark percentiles + peer-set reference lines returned to dashboard widgets.
Proof Center™
Bidirectional IntegrationVerified outcomes from the peer set populate the Proof Center™ with industry-relevant, DNA-similar case studies
When a prospect views the Proof Center™, they see outcomes from organizations most similar to theirs
Each proof point includes 'Organizations Like Yours' context — making the evidence personally relevant
Proof Center™ density increases as more peer organizations achieve verified outcomes
Proof Center™ → Businesses Like Yours™: verified outcomes tagged by archetype. Reverse: peer-set filtering and similarity context returned to proof displays.
Businesses Like Yours™ — Central Intelligence Hub
The engine sits at the center of the Business Impact Platform™, receiving data from four modules and returning intelligence to all of them. It is the platform's comparative intelligence layer — every module feeds it, and every module benefits from it.
Implementation Architecture & Intelligence Moat
How the engine operates — and why it becomes more defensible with every organization that joins the platform.
Data Ingestion Layer
Every Business DNA™ assessment, every Digital Team Member™ deployment, every Business Impact measurement feeds the engine. Platform interaction telemetry and industry firmographics enrich each record.
- Business DNA™ assessment results — 17 questions, 5 dimensions, 100K+ data points per org
- Digital Workforce configuration & performance telemetry
- Business Impact measurements (5 dimensions, monthly)
- Customer Experience metrics (6 dimensions, real-time)
- Firmographic enrichment — revenue, employees, locations, industry
Computation Engine
A continuous computation layer that re-segments peer sets, recalculates benchmarks, and updates scoring models as new data arrives. Runs daily, with real-time updates for dashboard components.
- Peer-set similarity scoring & segmentation (daily recomputation)
- Benchmark calculation — mean, median, decile, distribution (daily)
- Scoring model recalibration — weight adjustment & validation (weekly)
- Anomaly detection — statistical outlier filtering (continuous)
- Predictive modeling — trajectory projection from peer data (monthly)
Delivery Layer
Benchmark intelligence surfaces across four platform components — each optimized for the decisions made there. No separate tool, no separate login. Benchmarks appear where they drive action.
- Business DNA™ Report — post-assessment executive summary integration
- Business Impact Dashboard™ — live widgets, alerts, percentile gauges
- Workforce Intelligence™ — maturity tracking, expansion triggers, peer comparison
- Executive Intelligence Center™ — quarterly reports, board-ready summaries
The Compounding Data Moat
Why this engine becomes harder to replicate with every assessment
Network Effect
Every new organization increases the peer set for every existing customer. Precision scales with sample size — and sample size grows with every sale. A new entrant starts with zero data.
Proprietary Data
Business DNA™ archetypes, scoring models, and matching logic are unique to this platform. Even if competitors copy the concept, they cannot copy the dataset.
Switching Cost
Once an organization can see exactly how it compares to 50+ similar businesses, it can't unsee it. The benchmarking engine creates a data dependency that strengthens retention.
Predictive Advantage
As the dataset grows, the engine begins predicting — which workforce configuration will produce the highest impact, which expansion will trigger next, which benchmark will shift.
Flywheel Effect
The Businesses Like Yours™ engine is not just a feature — it's the strategic core of the Business Impact Platform™. Each Business DNA™ assessment, each workforce deployed, each impact measurement compounds the data advantage. The result: a proprietary intelligence engine that improves with every customer and becomes geometrically harder to replicate with each passing month.
See How You Compare
The Businesses Like Yours™ Benchmarking Engine activates when you complete your Business DNA™ assessment. See exactly where you stand against organizations that think, operate, and grow like you — and get a prioritized action plan to close every gap.
Part of the Business Impact Platform™. Included with every Digital Workforce™ deployment. No separate subscription required. The engine improves with every assessment — yours makes it better.