AI Classification · v2

The same title means five different things. We sort it out.

A “Director” at a nonprofit runs the entire organization. A “VP” at a bulge-bracket bank just finished analyst training. Executive titles are wildly inconsistent — that inconsistency kills search. We fix it with a three-layer classification engine trained on how each industry actually works.

Input · resolving across 5 industries
Title“Vice President”
BankingBelow executive
SaaS / TechVP tier
Private EquityDirector-equivalent
Nonprofit
GovernmentVP-equivalent
Same two words. Five different answers.
§ 01 · The Tier System

Five tiers.
Ranked by authority.

Organizational authority, scope of responsibility, and decision-making power — mapped onto a five-step ladder.

T.01
CXO

C-Suite & Presidents

The top of the house. These roles report to the board, own enterprise-wide strategy, and carry ultimate accountability for outcomes.

CEOCFOCTOCOOPresidentExecutive Vice PresidentManaging PartnerChairman
T.02
VP

Vice Presidents & Heads

Senior leaders running major functions or business units. They typically own significant P&L, manage large teams, and report to the C-suite.

Senior Vice PresidentVice PresidentHead of EngineeringHead of SalesManaging DirectorGeneral Counsel
T.03
SR_DIRECTOR

Senior Directors

The bridge between Director and VP. Senior Directors usually manage multiple teams or a large department and are on the path to VP-level responsibility.

Senior Director of ProductSr. Director of OperationsSenior Director of Engineering
T.04
DIRECTOR

Directors

Functional leaders with meaningful scope. Directors typically own a department, a product line, or a regional operation. They manage managers and drive execution within their domain.

Director of MarketingGeneral ManagerRegional ManagerCountry Manager
T.05
FOUNDER

Founders

Builders. Any role where the person founded or co-founded the organization, regardless of their operating title. A "Founder & CEO" is classified as Founder because that context matters for matching and opportunity fit.

FounderCo-FounderFounding Partner
§ 02 · Industry Overrides

The title is a clue.
Industry is the context.

Eight industry rulesets reclassify titles that don’t mean what they look like. Below: every title that triggers a non-default mapping.

No. 01

Banking & Financial Services

Title inflation is the norm. A "Vice President" at JPMorgan is typically 3–5 years into their career — it's an analyst-track promotion, not a senior leadership role.

VP
Below executive level
Director
Below executive level
Managing Director
VP-equivalent
Partner
CXO
No. 02

Private Equity & Venture Capital

PE and VC firms have their own hierarchy. A "VP" is a junior deal team member. A "Director" actually outranks a VP. Partners run the firm.

VP
Director-equivalent
Director
VP-equivalent
Managing Director
CXO
Partner
CXO
No. 03

Consulting & Professional Services

At firms like McKinsey, Deloitte, or Accenture, "Partner" and "Managing Director" represent the pinnacle — equity-holding, client-relationship-owning leaders.

Partner
CXO
Managing Director
CXO
Principal
VP-equivalent
No. 04

Nonprofits & Foundations

An "Executive Director" at a nonprofit is the CEO. They run the organization, manage the budget, report to the board, and set strategy.

Executive Director
CXO
No. 05

Higher Education

Deans run major academic units with substantial budgets. Department Chairs lead individual departments.

Dean
VP-equivalent
Executive Director
CXO
Department Chair
Director
No. 06

Government

Government titles often understate scope. A "Director" at a federal agency might oversee thousands of employees and billions in budget.

Director
VP-equivalent
Director General
CXO
Administrator
CXO
Commissioner
CXO
No. 07

Real Estate & Family Offices

"Principal" in these contexts typically means owner or controlling partner — not an individual contributor.

Principal
CXO
No. 08

Industrial, Manufacturing & Energy

General Managers run plants, divisions, or business units with full P&L responsibility.

General Manager
VP-equivalent
§ 03 · The Engine

Three layers.
In order.

Every role is scored through the same pipeline — title lookup, industry override, then secondary signals for the hard cases.

01

Title Analysis

Map the job title against a comprehensive title-to-tier lookup. A "Chief Financial Officer" is clearly CXO. A "Senior Director of Engineering" is clearly Senior Director. This handles the straightforward cases in microseconds.

02

Industry Override

If the job has industry context, apply industry-specific rules. This is where a "VP" at Goldman Sachs gets correctly reclassified while a "VP" at a SaaS company stays at the VP tier. The override rules are based on deep research into each industry's title conventions.

03

Secondary Signals

For ambiguous cases, examine additional signals from the job posting — compensation, reporting structure, P&L ownership, team size — to resolve the final tier. See the four signals below.

§ 04 · Signals · for ambiguous cases

When the title won’t tell.
The posting does.

Four additional signals pulled directly from the job description — each weighted and combined with title + industry to resolve the tier.

S.01
$

Compensation

Base salary above $225K or total comp above $300K suggests executive scope.

S.02

Reporting structure

Reports to CEO, President, or the Board is a strong executive signal.

S.03
§

P&L responsibility

Ownership of revenue or budget targets indicates executive authority.

S.04

Team size

Managing 50+ people or multiple departments suggests senior leadership.

§ 05 · Confidence & Review
CONF · 0.00 → 1.00

Every call comes with a confidence score.

0.80 – 1.00
High confidence
clear title in well-understood industry → auto-classified
0.60 – 0.80
Medium confidence
secondary signals pulled, tier assigned with note
0.40 – 0.60
Low confidence
flagged for human review before publication
< 0.40
Held
not surfaced until review resolves ambiguity

Edge cases get expert attention rather than silent miscategorization. Those reviews feed back into the rulebook — the system gets sharper over time, not staler.

§ 06 · Who it's for
Executive Job Seekers

VP means VP. Every time.

Search for VP-level roles and get real VP-level roles — whether they’re titled “Vice President,” “Head of,” or “Managing Director” depending on the industry.

Organizations

Postings reach the right candidates.

Your “Director” role at a federal agency is equivalent to a VP elsewhere, and we match accordingly. Better classification means better candidates — faster.

In your feed

Every role classified.
Every classification scored.

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