LEAVE US YOUR MESSAGE
contact us

Hi! Please leave us your message or call us at 510-858-1921

Thank you! Your submission has been received!

Oops! Something went wrong while submitting the form

14
May

The Bay Follow-On Score™

Last Updated
I
May 14, 2025

The Bay Follow-On Score™ addresses this blind spot. Developed by Bay Street Hospitality, this scoring methodology applies quantamental logic to post-close capital allocation—bringing structure, discipline, and comparability to follow-on decisions. Whether funding delayed capex, supporting a recapitalization, or exercising re-up rights, the score offers a consistent, risk-adjusted lens across the portfolio.

Every dollar deployed after deal entry deserves the same rigor as the first. This whitepaper outlines the framework’s core inputs and use cases, empowering LPs, ICs, and co-investors to apply predictable logic to dynamic reinvestment situations.

The Reinvestment Dilemma in Hospitality

Hospitality assets evolve. Revenue timing shifts. Renovations face delays. Markets surprise.

General partners and asset managers frequently confront requests for incremental capital—but in the absence of a structured framework, these decisions often rely on sentiment, historical bias, or relationship momentum.

The result? Capital inefficiency, inconsistent memo quality, and portfolio drift.

The Bay Follow-On Score™ introduces a scoring overlay that isolates signal from noise—evaluating whether additional capital is justifiable based on updated performance, market shifts, sponsor behavior, and timing risk.

Core Dimensions of the Follow-On Score™

(Conceptual Framework – No Proprietary Weights Disclosed)

A. Performance Trajectory

• Actual NOI vs. underwritten NOI

• RevPAR CAGR vs. submarket

• Forecast IRR delta from original underwriting

B. Capital Stack Evolution

• Change in LTC or DSCR since entry

• Use-of-proceeds (e.g., value creation vs. rescue capital)

• Effect on equity protections (e.g., waterfall reprioritization)

C. Market & Macro Movement

• FX volatility, cap rate movement, tourism flow changes

• New comps (transaction velocity and price)

• Re-benchmarking vs. Bay Street’s proprietary indices

D. Sponsorship Behavior

• Sponsor transparency, reporting cadence

• Co-invest commitment to follow-on

• Progress on prior business plan milestones

E. Liquidity & Timing Context

• Updated Liquidity Stress Delta (LSD)

• Refi progress or exit interest

• Hold period vs. original plan

How the Score Is Used by the Investment Committee

The Bay Follow-On Score supports institutional decision-making by:
• Ranking follow-on requests across the active portfolio
• Quantifying where follow-ons improve risk-return metrics (e.g., preferred equity overlays)
• Supporting “no” decisions with score-based rationale
• Capturing score drift over time (e.g., AHA, BAS deltas since close)

Example:
A struggling hotel requests capital for a delayed renovation. A follow-on would previously be denied based on past underperformance. But a revised structure includes a senior preferred tranche with current pay. The Follow-On Score reflects the de-risked position, not legacy performance drag.

Use Cases and Strategic Benefits

A. Portfolio-Level Capital Optimization

• Compare ROI on new vs. existing allocations

• Identify regional or sponsor-level follow-on concentration

• Align follow-on capital with portfolio strategy

B. LP Co-Investor Engagement

• Justify re-up proposals with score movement

• Build transparency into assumptions

• Reinforce discipline post-close

C. Sponsor Dialogue & Governance

• Feedback loops on milestone execution

• Transparent recap discussions

• Guardrails without friction or blame

Guardrails: When a High Score Isn’t Enough

Even attractive reinvestment cases may be disqualified if they breach structural thresholds, such as:
• Material deviation from original business plan
• Sponsor governance lapses or withheld updates
• Overconcentration risk by geography, brand, or asset type

These “kill switches” ensure the scoring engine is a decision support tool, not a loophole to override discipline.

Conclusion: Reinvestment with Precision

In today’s market, post-close capital deployment is often the true driver of alpha or capital loss. Yet too many investors treat follow-ons as a soft art.

The Bay Follow-On Score™ changes that. It transforms reinvestment decisions into a repeatable, data-informed process—mirroring the firm’s entry framework (Bay Score, AHA, BAS) and reinforcing Bay Street’s core principle:

Capital must be deployed with clarity—whether at day one or day 1,001.

...

Latest posts
30
Jul
Quantamental Hospitality Investing
Why Agentic AI in Hotel Booking Is More Than Just Personalization
July 30, 2025

The July 2025 article by Andrew McGregor, VP Accommodation at Access Hospitality, opens a compelling chapter in the broader AI-hospitality discourse—one that Bay Street has been watching closely as it intersects with our cultural alpha thesis and the next layer of yield differentiation across the sector. McGregor doesn’t just call for better digital tools; he asserts a philosophical reordering of the guest journey itself. What we find most consequential from a quantamental perspective is how agentic AI—software that not only responds but acts—redefines not just conversion funnels, but the expectations of travelers shaped by Uberized decision trees, smart defaults, and context-aware prompts.

Continue Reading
30
Jul
Quantamental Hospitality Investing
AI in Hospitality — From Predictive Luxury to Cultural Alpha
July 30, 2025

Philippe Ziade’s vision for AI-powered hospitality, as demonstrated through his Otonomus Hotel concept, underscores a broader truth Bay Street has been tracking: the next generation of hospitality alpha won’t come from bricks and mortar alone. It will come from the convergence of predictive technology and cultural narrative. AI promises to redefine operational efficiency, staff empowerment, and guest personalization, but the key question for investors is whether it can also defend yield and loyalty premiums in an increasingly competitive luxury landscape.

Continue Reading
30
Jul
Quantamental Hospitality Investing
Why Asian Capital is Flowing Into Europe — A Hospitality and Cultural Alpha Play
July 30, 2025

Asian investors are rediscovering Europe, and this time, the story is less about opportunistic portfolio flips and more about wealth preservation, yield diversification, and cultural brand-building. The trend, highlighted in the recent IHIF EMEA panel, mirrors Bay Street’s own discussions with Asian family offices and art dynasties seeking not just financial returns, but narrative defensibility — a theme that resonates deeply with our quantamental scoring framework.

Continue Reading

Unlock the Playbook

Download the Quantamental Approach to Investor Protection, Alignment & Alpha Creation Playbook
Thank you!
Oops! Something went wrong while submitting the form.
Are you an allocator or reporter exploring deal structuring in hospitality?
Request a 30-minute strategy briefing
Get in touch