Scoring Factory AI Raises $500K Seed for Evidence-Backed Scoring Engine

Scoring Factory AI Raises $500K Seed

Scoring Factory AI, the company behind ScoringFactory, has raised a $500,000 seed round. The funding was disclosed on September 15, 2026, and is denominated in USD.

What ScoringFactory Does

ScoringFactory builds an evidence-backed scoring engine. The product grades three distinct categories of subjects:

• Startup founders — for venture capital diligence
• Job candidates — for hiring decisions
• Sales accounts — for ideal customer profile (ICP) fit

The defining characteristic of the product is that every score is tied to the exact evidence behind it. Rather than producing an opaque number, ScoringFactory links each score to the underlying evidence, which is intended to make the output auditable and defensible.

That evidence-first approach addresses a common criticism of scoring and ranking tools: that they generate conclusions without showing their work. By tying scores directly to evidence, ScoringFactory aims to support decisions in high-stakes contexts such as investment diligence, hiring and sales targeting.

Origins at Harlem Capital

ScoringFactory did not begin as a standalone startup. It started as an internal tool at Harlem Capital, where it ran on the firm's live deal flow and portfolio hiring for two years. That period gave the product real-world exposure to venture diligence and hiring decisions before it spun out as an independent company in 2026.

The internal origin is a meaningful detail. The tool was tested against actual deal flow and actual hiring processes rather than synthetic or pilot scenarios, which can inform both product maturity and credibility with prospective customers.

Company Details

• Based in: New York
• Spun out: 2026
• Model: Volume-based annual plans with guided onboarding

ScoringFactory sells volume-based annual plans and pairs them with guided onboarding. That pricing and onboarding structure suggests a focus on organizations that evaluate many founders, candidates or accounts and need a repeatable process for doing so.

Funding Details

• Round type: Seed
• Amount: $500,000
• Currency: USD
• Date: September 15, 2026

No lead investor or participating investors were disclosed in the funding data.

Why This Round Matters

A $500,000 seed round is an early-stage raise, and for ScoringFactory it follows a two-year incubation inside an active venture firm. The capital comes as the company transitions from an internal tool to an independent commercial product.

For acquisition-oriented observers, several attributes stand out:

• Multi-vertical applicability. The same evidence-backed scoring engine is applied to VC diligence, hiring and sales ICP fit — three large categories of decision-making.
• Evidence traceability. Tying every score to specific evidence is a differentiator in markets where explainability matters.
• Operational track record. Two years of use on live deal flow and portfolio hiring at Harlem Capital provides a proof-of-use narrative.
• Clear commercial packaging. Volume-based annual plans with guided onboarding indicate a defined go-to-market motion.

What to Watch

The next phase will test whether ScoringFactory can convert its internal-tool heritage into external customer adoption across all three use cases, and whether the evidence-backed approach resonates with buyers in venture, recruiting and sales. The seed funding provides the runway to pursue that expansion.

As an independent New York company with a differentiated scoring methodology and a documented internal deployment history, ScoringFactory is a name to track in the decision-intelligence and scoring market.