AI Team One Executive Decision Samples

ILLUSTRATIVE SCENARIO — All names, figures and findings are illustrative. No actual specialist work was executed, MAX produced no grade and no Guardian review occurred.

Sample 03 / 06 · Business Acquisition

$145M Manufacturer Acquisition

Private Equity / Corporate DevelopmentSample scenario

A buyer evaluates Sterling Precision Components (illustrative company): quality of earnings, customer retention, capacity, supplier risk, IP and integration readiness.

Example client request

“A buyer evaluates an illustrative precision-components maker: earnings quality, customers, capacity and integration.”

$145M

Seller ask

Hypothetical enterprise value

$19M

Adjusted EBITDA

Seller-stated; not verified

41%

Top-two sales

Illustrative customer concentration

Executive Summary

Illustrative committee readout

Proceed only to conditional diligence. The headline 7.6x multiple may understate all-in cost if EBITDA adjustments fail, customers re-source, or capital equipment requires replacement. Ask for a quality-of-earnings bridge and downside valuation before discussing a binding price.

Research questions AI Team One would investigate

Quality of earnings

Reconcile audited statements, EBITDA add-backs, working capital, nonrecurring costs and maintenance capex.

Customer concentration

Customer-by-customer retention, program life, contracts, margins and change-of-control clauses.

Factory diligence

Plant utilization, OEE, scrap, safety, machine age, bottlenecks, quality certifications and labor capacity.

Supply chain

Single-source materials, price pass-through, inventory turns, supplier health and geopolitical exposure.

Market and IP

Competitor mapping, product differentiation, patents, customer switching costs and demand cycle.

Integration and exit

Management retention, ERP readiness, synergy accountability, legal exposures and eventual exit scenarios.

Illustrative diagnostic flags

Not verified findings

  • Price-to-profitAsking EV / claimed adjusted EBITDA is ~7.6x; neither input is verified.
  • ConcentrationIf major accounts account for 41% of sales, customer contract terms drive value.
  • Hidden capital needsIllustrative $8M of required machine investment would alter the buyer cash plan.

Socratee's Critical Thinking Perspective

Board question · sample text, not generated

“If customer retention slips and normalized EBITDA is lower, what price still protects the buyer?”

Research & Review Record

Buy-Side Diligence Blueprint

The mock valuation bridge below is an arithmetic demonstration, not a fairness opinion or actual enterprise appraisal.

Evidence plan: what must actually be collected

  • Financial / taxAudited accounts; GL; bank statements; tax returns; QoE reports; revenue cohorts.
    Output: seller-to-normalized EBITDA reconciliation
  • CustomersMSAs; purchase orders; change-of-control terms; customer-level margin and retention.
    Output: weighted renewal and loss exposure
  • OperationsPlant walk-through; equipment register; maintenance history; scrap and OEE logs.
    Output: capex backlog and capacity-risk estimate
  • MarketsIndependent customer interviews; competitor product and pricing research.
    Output: demand, competitive moat and re-sourcing risk
  • Legal / labor / ITIP chain; litigation docket; environmental; employee agreements; cyber posture.
    Output: closing conditions and integration risks

Example: valuation multiple sensitivity (synthetic)

EV = selected normalized EBITDA × illustrative multiple. Not an appraisal.

  • CaseSeller case

    EBITDA
    $19.0M
    Multiple
    7.6x
    Implied EV
    $144.4M
    vs. ask
    -0%

  • CaseQuality reset

    EBITDA
    $16.2M
    Multiple
    7.0x
    Implied EV
    $113.4M
    vs. ask
    -22%

  • CaseDownside

    EBITDA
    $13.5M
    Multiple
    6.0x
    Implied EV
    $81.0M
    vs. ask
    -44%

What independent challenge and safeguards would examine

SOCRATEE + RED

Would attack the seller adjustment logic, synergy double-counting, concentration, equipment downtime and post-close cost-of-capital assumptions.

LIBBY + MAX

Would examine confidentiality, use of third-party information, document provenance and consistency of the valuation bridge. No real grade or review exists.

Proposed role routing · Not executed

TED coordinates • RES researches markets • KNOLLY verifies documents • SOCRATEE evaluates thesis • LIBBY flags constraints • RED models deal breakpoints • MAX checks the evidence package.

Actual record

  • Actual agent executions: 0
  • MAX independent grade: No grade. Not run.
  • 18 Guardians: No review occurred. Built · Integration Pending.
  • Final decision: Always a human decision.

Evidence labels

Sources not attachedResearch not performedGuardian review not performedMAX: no grade

Sample scenario · Unverified illustrative content · 0 actual agent executions