AI Benchmarking Platform for Client Advisory

Upload a client's financial statements. It standardizes every metric, then benchmarks the firm two ways, against: the industry report you already use & a live cohort of peer firms and exports a partner-ready deck. Your data stays isolated; nothing is shared without consent.

YOUR FIRM HEALTH SCOREYOUR FIRM HEALTH SCORE68/100GoodPerformanceRanked #2 of 5 firmsTop 40% in peer groupRevenue73%Profitability73%Eff./Partner64%Efficiency62%Net Revenue · Peer RankingsHow you stack up against all 5 firms · FY20255 firms#1Peer 1$9.5M#2★ Northstar$6.8M#3Peer 2$5.2M#4Peer 3$3.2M#5Peer 4$1.8M★ Northstar +43.2% vs peer medianPEER MEDIAN ANALYSISYOUR NET REVENUE$6.8MPeer Median: $4.75M↑ +43.2%★ Rank #2 of 5YOUR NET INCOME$1.7MPeer Median: $1.19M↑ +43.1%Top 40% peerREVENUE PER PARTNER$1.36MPeer Median: $1.19M↑ +14.5%Top 40% peerNET INCOME MARGIN25.0%Peer Median: 25.0%— MedianAt Median · StableAI ANALYSISNet Revenue +43.2%above peer medianNorthstar Advisory's Net Revenue of$6.80M outpaces the 5-firm median of$4.75M. You rank #2 of 5.Total Compensationabove peer medianTotal Compensation runs at $3.74M,43.2% above peer median of $2.61M.Operating expenses also above peers.Standout strength:Advisory RevenueNorthstar Advisory leads peers onAdvisory Revenue by 78.9% ($1.70Mvs. median $950K). Double down.
2 · Benchmarks · Industry Report + Peer Cohort|1 · Upload · Any client file, no template|3 · Views · Overview · DrillDown · Tabular|0 · Data pooled without consent|Opt-in · Contributory pool, anonymized|3 · Pillars · ETL · Analytics · Governance|
2 · Benchmarks · Industry Report + Peer Cohort|1 · Upload · Any client file, no template|3 · Views · Overview · DrillDown · Tabular|0 · Data pooled without consent|Opt-in · Contributory pool, anonymized|3 · Pillars · ETL · Analytics · Governance|
THE TWO ENGINES

One Platform. Two Ways to Benchmark.

Upload one client file. Bench positions it against the industry report you trust — and against real peer firms.

ONE CLIENT FILE, UPLOADED ONCE
ENGINE 01 · INDUSTRY BENCHMARKILLUSTRATIVE
FY2024 INDUSTRY STUDY — WHERE I STANDSOURCE: YOUR UPLOADED REPORT
Operating Margin27.3%Upper
Revenue Growth+12.4%Upper
Revenue / Partner$1.74MUpper-mid
Every position cites the source page of the study you uploaded.
Upload any industry study you already use — association surveys, trade-body reports, published benchmarks.
Bench reads the report and shows where your client stands on every headline metric.
The report's methodology stays visible — each position traceable to the source page.
Every upload builds your firm's own report library.
Your sourceMethodology visiblePage-level citations
ENGINE 02 · PEER BENCHMARKILLUSTRATIVE
NET REVENUE — PEER RANKING · FY2025COHORT: 6 FIRMS
Peer Firm 1$8.4M
★ Your Firm$6.8M
Peer Firm 2$5.1M
Peer Firm 3$4.2M
Peer Firm 4$3.6M
Rank #2 of 6 · +46.2% vs peer median ($4.65M) · peers anonymized
Private cohort: rank your own clients against each other — visible only to your firm.
Shared pool (opt-in): contribute anonymized data and unlock benchmarks built from other contributing firms.
Rank, percentile, growth and gap-to-median on every metric.
Cohort size shown on every report, so you always know the sample behind the number.
Private cohortOpt-in shared poolCohort size disclosed

See it in Action - Everything your Firm Needs

Run the entire benchmark in one place, on one platform.

01 · Ingestion

Reads any client file and pulls structured metrics from it.

  • Excel, CSV, scanned PDFs, trial balances
  • Pulls every metric into one standardized framework
  • Extraction confidence scored on every row
  • Low-confidence rows flagged for review
BENCH BY SPNX · UPLOADUpload Financial StatementsUpload Excel files (.xlsx) or PDFs. AI auto-detects structure.↑ Upload File▶ Start ExtractionDrag & drop filesor click "Upload File" to browse — .xlsx, .xls, .csv, .pdfSelect financial statements×Financial Statements / FY 2025📄 trial_balance.pdf2.4 MB📄 pl_statement.xlsx1.1 MB📄 balance_sheet.xlsx0.8 MB📄 ar_aged.xlsx0.5 MB📁 ArchiveCancelOpentrial_balance.pdf2.4 MB · readytrial_balance.pdf2.4 MB · readytrial_balance.pdf✓ scannedEXTRACTING…0.8sNet Revenue$4.5MEBITDA Margin18.2%Total Assets$8.1MEquity Ratio42.1%ROA3.83%Debt/Equity0.78✓ 29 metrics extracted · 95% avg confidence · 0.8s
02 · Standardization

Maps every line item to a common metric framework.

  • Maps to industry-standard metric tree
  • Reconciles synonyms and custom GL codes
  • Applies vertical-specific revenue rules
  • Produces audit-ready normalised metrics
BENCH BY SPNX · METRICS & FORMULASMetrics & KPIsACTIVE METRICS (33)+ ADD METRICMETRIC NAMEDESCRIPTIONCATEGORYNet RevenueTotal fees after write-offsRevenueAudit RevenueFees from audit and assuranceRevenueTax RevenueFees from tax compliance workRevenueTotal CompensationSalaries, wages, bonusesOperatingPartner CompensationEarnings paid to equity partnersStaffingClick + ADD METRIC to add a new metricMetrics & KPIs+ NEW METRICName *Realisation RateCategoryOperatingData TypePercentageDescriptionOptional description✕ CancelSaveFormula LibraryACTIVE FORMULAS (11)+ NEW FORMULAFormula Expressione.g. ({Net Revenue} / {Partner Count}) × 100Insert metric:Net RevenueAudit RevenueTax RevenueTotal CompensationOperating Inc.Net Income+9 moreOperators:+*/()ABS(MAX(MIN(IF(✓ Validate▶ TestTap a metric or operator to insert · or click + NEW FORMULA to create oneFormula Library+ NEW FORMULAName *Profit per PartnerResult TypeCurrency ($)DescriptionOptionalFormula *({Net Income} / {Partner Count})💾 Save✕ CancelFormula LibraryACTIVE FORMULAS (12)FORMULA NAMEEXPRESSIONTYPEProfit per Partner({Net Income} / {Partner Count})★ NEWRevenue per Partner({Net Revenue} / {Partner Count})CurrencyEBITDA Margin %({EBITDA} / {Net Revenue}) × 100PercentageOperating Margin %({Operating Income} / {Revenue}) × 100Percentage✓ Profit per Partner formula created
03 · Benchmarking

Places the firm in the right cohort & computes its position.

  • Cohorts matched on industry, region, size
  • Percentile, rank, YoY and gap-to-median
  • Benchmarks against your uploaded industry report
  • Anonymised by default, always enforced
BENCH BY SPNX · PERFORMANCE OVERVIEWFY YEARCOMPANYAll CompleteFY 2024 ▾Northstar Advisory ▾FIRM HEALTH SCORE62/ 100AverageRanked #3 of 5REVPRFE/PNET REVENUE — 8Q TREND$8M$6M$4M$2M$5.8MQ1'23Q1'24Q4'24NET REVENUE$5.8M↗ 8.4% YoYNET INCOME$1.4M↗ 4.1% YoYREV / PARTNER$1.16M↗ 2.8% YoYEBITDA MARGIN22.5%◆ near medianFY 2025 ▾Northstar Advisory ▾FIRM HEALTH SCORE68/ 100Good↗ +6 vs LYREVPRFE/PNET REVENUE — 8Q TREND$8M$6M$4M$2M$6.8MQ1'24Q1'25Q4'25NET REVENUE$6.8M↗ 17.2% YoYNET INCOME$1.7M↗ 21.4% YoYREV / PARTNER$1.36M↗ 17.2% YoYEBITDA MARGIN25.0%↗ above medianFY 2025 ▾Summit Accounting Group ▾FIRM HEALTH SCORE54/ 100Below Avg.Ranked #4 of 5REVPRFE/PNET REVENUE — 8Q TREND$8M$6M$4M$2M$5.1MQ1'24Q1'25Q4'25NET REVENUE$5.1M↗ 5.2% YoYNET INCOME$1.2M↗ 2.1% YoYREV / PARTNER$1.02M◆ flat YoYEBITDA MARGIN23.5%↘ below medianSELECT YEARFY 2025FY 2024FY 2023FY 2024 ✓FY 2025 ✓SELECT COMPANYNorthstar AdvisorySummit Accounting GroupBaker Adams CPAClearview Tax AdvisorsMeridian Partners LLPNorthstar Advisory ✓Summit Accounting Group ✓FILTERS · HEALTH DONUT · YOY TREND · KPI TILES WITH SPARKLINES
04 · Conversational Analytics

Drafts the partner-grade commentary on every slide.

  • Explains what each number actually means
  • Partner tone, not research-report tone
  • Every claim cited back to source
  • Fully editable inside the export
BENCH BY SPNX · QUICK VIEW REPORTSQuick View ReportsKEY INSIGHT▶ Accept✎ Edit✕ RejectPARTNER-EDITABLE1Revenue Dist.2Total Comp.3Total Assets4Net Rev/Audit+3 ›Revenue DistributionNET REVENUE · 5 FIRMS · FY2025P50 $5.1MYOUMin: $2.3MMax: $8.4MYour firm leads at$6.8M — 33% abovepeer median.Peer Median: $5.1M1Revenue Dist.2Total Comp.3Total Assets4Net Rev/Audit+3 ›Total CompensationPER FIRM · BAR COMPARISON · FY2025$1M$2M$3MClearviewBakerSummitYOUNorthstar$2.4MP50 $1.83M$2.4M — highest incohort. Above peermedian by 31%.Peer Median: $1.83M1Revenue Dist.2Total Comp.3Total Assets4Net Rev/Audit+3 ›Net Revenue vs Audit RevenueCORRELATION · 5 FIRMS · FY2025$3M$2M$1M$2M$4M$6M$8MNET REVENUE →↑ AUDIT REVENUEClearviewBakerSummitYOUNorthstarStrong correlation(r=0.78) betweenscale and audit work.5 firms · FY20251Revenue Dist.2Total Comp.3Total Assets4Net Rev/Audit+3 ›✎ EDIT REPORT×TitleNet Revenue vs Audit RevenueNarrativeStrong correlation (r=0.78) betweenscale and audit work. Your firm sits above|Show trend lineHighlight outlierTrend label: y = 0.32xCancelApply1Revenue Dist.2Total Comp.3Total Assets4Net Rev/Audit+3 ›Net Revenue vs Audit RevenueCORRELATION · 5 FIRMS · FY2025$3M$2M$1M$2M$4M$6M$8MNET REVENUE →↑ AUDIT REVENUEClearviewBakerSummitYOUNorthstarStrong correlation(r=0.78) betweenscale and audit work.5 firms · FY2025y = 0.32xYour firm sits abovethe trend.✓ Edits applied✓ Slide saved · 16/16
05 · Audit Trail & Methodology

Carries the full methodology with every number in the deck.

  • Every metric traces back to source
  • Cohort decisions and adjustments fully logged
  • Assumptions Log ships with every export
  • Methodology reviewable line by line
BENCH BY SPNX · DATA QUALITY CHECKData Quality Check↓ Export ReportTOTAL METRICS36Per FirmFULLY COMPLETE5of 5NEEDS REVIEW0NoneQUALITY SCORE100%COMPLETENESS MATRIX — METRIC × FIRMNorthstarSummitBakerClearviewMeridian%Net Revenue100Audit Revenue100Tax Revenue100Total Comp.100Partner Comp.100Net Income100Total Assets100Equity Ratio100Download completeAudit_Report_FY2025.pdf · 124 KB▶ Open📄 Audit_Report_FY2025.pdf124 KB · 4 pagesSPNX D3M® AUDIT REPORTDATA QUALITY CHECK · FY2025EXECUTIVE SUMMARY• 36 metrics tracked across 5 anonymised firms• Quality score: 100% — no anomalies, no missing values• All formulas validated against source line items• 0 metrics flagged for reviewMETRICS COMPLETENESSNet Revenue █████ 100%Audit Revenue █████ 100%Tax Revenue █████ 100%Total Comp. █████ 100%Partner Comp. █████ 100%Net Income █████ 100%Total Assets █████ 100%Equity Ratio █████ 100%✓ AUDITED100%Quality Score5 / 5 firmsPowered by SPNX D3M® · Page 1 of 4 · Auditor-grade methodology
06 · Security & Access

Enterprise-grade controls on data, identity and access.

  • TLS 1.3 in transit, AES-256 at rest
  • SSO, SAML, RBAC and audit logs
  • Anonymised peer comparison enforced by default
  • Data residency available on request
BENCH BY SPNX · CLIENT MANAGEMENT★ ADMINISTRATIONClient ManagementManage the firms in your benchmarking groupBenchmarking Group — 5 FirmsFIRM NAMETYPEDATAACTIONSAccounting FirmCompleteNorthstar AdvisoryNorthstar AdvisoryNorthstarApexApex CapitalApex Capital LLPApex Capital LLP✓ SavedSummit Accounting GroupAccounting FirmCompleteBaker Adams CPAAccounting FirmCompleteClearview Tax AdvisorsAccounting FirmCompleteMeridian Partners LLPAccounting FirmComplete🔒 TLS in transit· AES at rest· Anonymised peers· SSO + RBAC

How it Works

Upload. Standardize. Benchmark. Export. The whole workflow, not just the data.

1
Upload
Excel, CSV, PDF, scanned trial balance. No template, no schema, no manual mapping.
2
Standardize
Every line item mapped to the metric tree, quality-checked and audit-logged.
3
Benchmark
Against the industry study you upload, your private cohort, or the opt-in pool.
4
Export
Branded PPT, PDF and Excel. Every figure traceable, every method visible.

Pre-built models. Real coverage. Listed.

Each supported vertical is listed below — with the canonical KPIs and a sample report you can download.

For Advisors

For accounting and advisory partners running benchmarking as a billable service or a client value-add.

  • Benchmarking as a billable service, not a data project.
  • Exports follow your firm's branding.
  • AI narrative, partner-editable.
  • Peer cohorts your client can't decode.
  • Audit-defensible by default.

For Investors

For PE principals, M&A and corp dev teams running peer benchmarks in diligence and portfolio review.

  • Reads any target file format.
  • Pre-built peer models per vertical.
  • Rank, percentile, YoY in minutes.
  • Every figure traceable to source.
  • Encrypted, anonymised, role-controlled.
Industries Covered
Accounting FirmsLaw FirmsDental PracticesMedical PracticesConstruction / GCRestaurant / QSRRural Telecom

Where a vertical is young, we build it with a founding contributor — the first institutional firm shapes the metrics, cohort definitions and comparison structure its clients will benchmark against. Our founding contributor, a Midwest CPA firm, runs an active rural-telecom benchmarking practice on the platform today. And when a contributory pool reaches depth, contributing firms can co-author an industry benchmark report from the pooled, anonymized dataset — their name on the cover.

Frequently Asked Questions

A benchmarking platform that turns a client's financial documents into a benchmark on two engines: the industry report you upload, and a live peer cohort. Bench standardizes the metrics, positions the firm, and exports a partner-ready report.
Two separate things. Your firm's data lives in its own isolated environment — that's the default, and it never changes without your action. Separately, an opt-in contributory pool exists for firms that want broader benchmarks: contribute anonymized data, get the pooled cohort back. Consent-gated both ways — non-contributors never see contributed benchmarks, and contributors know which sectors sit in their cohort.
From you. You upload the industry report your practice already trusts — an association survey, a trade-body study — and Bench indexes it and positions your client against it, with the report's own methodology preserved and visible. We don't substitute our own dataset for your source.
Three groups. Advisory firms running benchmarking as a billable service. Investors using peer comparison in diligence. CFOs and finance leaders reporting against industry peers to a board.
Excel (.xlsx, .xls), CSV, PDF, including scanned trial balances. Up to 10 MB per file, batch upload supported. No template required.
Seven pre-built verticals at launch: Accounting, Law, Dental, Medical, Construction, Restaurant and Telecom. Custom verticals available as an add-on.
Cohorts are matched on industry, region (where data depth allows) and size band. All peers are anonymized by default. No firm's identity is exposed inside another firm's view.
A branded PPT, PDF and Excel: your firm's identity, your client's data. Every slide carries an AI-drafted narrative, with the Assumptions Log in the appendix. Fully editable end-to-end.
From upload to a reviewable deck: typically under an hour for standard verticals. Manual workflows that took four weeks compress to a half-day.
Encryption in transit (TLS 1.3) and at rest (AES-256). SSO, role-based access and audit logging on the Enterprise plan. Hosted in SPNX's controlled environment.
Your client's data is yours. It is used only to run the benchmark you've requested. It is never shared with another firm and never surfaces in another firm's cohort view unless you explicitly opt into the contributory pool.
Yes. The narrative is a draft, not a final. Every line is partner-editable inside the export. The partner keeps the final word on framing and tone.
Three plans, see the Pricing section above. Add-ons include custom verticals and Enterprise security features. Annual billing available.
Book a 30-minute demo via the link in the header, or start a free trial from the Pricing section. We'll set up your firm's branded export template during onboarding.

Get Started with Us

Tell us your vertical, your client mix, your report workflow — and we'll show you what a fully automated benchmarking platform can actually deliver.