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Evidence from the sources that matter

Matters Graph conducts full-scope commercial diligence research designed to build a comprehensive, evidence-based picture of a target’s commercial position: market dynamics, competitive landscape, customer behavior, channel health, pricing power, and the durability of the factors that underpin the investment thesis. Our research goes well beyond restating what’s already in the CIM or relying on the same secondary sources and expert network inputs that every other bidder has access to. We build proprietary, primary-research-driven intelligence that creates a genuine information advantage.

Central to our approach is a deep commitment to cracking the case, with primary research conducted at scale, including Voice of Customer and Voice of Channel investigations at high sample sizes that enable proper behavioral and demographic segmentation. Our research mandate extends across the full commercial diligence scope: market sizing and growth drivers, competitive positioning and share dynamics, regulatory and demand-side risk factors, and the identification of commercial levers that will matter most to value creation. Our research and analytical mandates are bespoke to the investment case and designed to answer the specific questions the buyer needs resolved, without the off-the-shelf “filler” that has become the norm among many other consultancies. This is the perfunctory deck-writing that has produced too many disappointing investments.

For Private Equity and Corporate Development teams, this means research that supports both early thesis development and the rigorous pressure-testing that competitive and proprietary processes demand. For private lenders underwriting sizable positions, it means an independent view of the commercial risks built from the ground up, free from the promotional bias embedded in sponsor-provided materials and tailored to the factors that matter most to your underwriting. For value creation teams mid-hold, it means outside-in commercial evidence that the operating partner and management team can both stand behind, free from the internal narratives that monthly reporting can’t see past. In every case, our research is built to surface what matters most to the business, not merely to confirm the basics and project a rose-colored future.

Conclusions That Follow the Evidence

Matters Graph brings an investigative, thesis-driven analytical approach to every engagement. We don’t produce templated market overviews or fill decks with off-scope content that sits at a distance from the actual investment case. Our analysis starts with the thesis, either yours, if you have articulated one already; or one we co-develop, if you have not yet. Every analytical thread is pulled in service of pressure-testing that thesis, stress-testing downside and upside scenarios, and identifying the factors that will prove to matter most to investment returns.

Our analytical rigor is a direct result of being a buy-side-only firm. By dedicating ourselves exclusively to serving investors and lenders, we have built and maintained the scrutinous muscles, critical thinking discipline, and culture of intellectual honesty that buy-side diligence demands. Our teams are conditioned toward arriving at valid, evidence-based conclusions rather than to build confidence in a provisional thesis. We hold that the objective is never to minimize friction getting through the approval chain. It is to strengthen the decisions that the approval chain makes. We never seek to spoil a deal, but the scrutiny of our process should help to strengthen it.

For principal investors, this means analysis that treats a finding of weakness not as a reason to walk away, but as an opportunity for the value creation plan and better underwriting. For lenders evaluating covenant risks or considering whether to exercise conversion rights, it means a sober, independent assessment of what is truly at play, independent of what the sponsor is representing and what board materials alone can tell you. For corporate acquirers preparing for permanent commitments and the approval chain that signs off, it means evidence that strengthens the case across business unit, CFO, CEO, and board. For value creation teams mid-hold, it means analysis that distinguishes structural challenges from cyclical noise, so the operating plan adjusts to what’s actually happening. Our analysis zeroes in on the critical commercial matters that drive customer behavior and, ultimately, investment returns: whether the market is genuinely attractive, whether the business is advantageously positioned within it, and whether the underwriting can take full advantage of what great diligence reveals.

Decisions you’d make again

Matters Graph exists to help our clients crack the case and make the wisest decisions before they deploy capital, or after they’ve deployed it and need to create value. Our recommendations are grounded in the evidence our research uncovers and the rigor our analysis applies, and they are delivered with the candor that discerning investors, lenders, corporate acquirers, and value creation teams need to rely on. We put effectiveness over pure efficiency, every time, because the stakes demand it.

We understand that recommendations in a diligence context must do more than identify risks. They must be actionable, investment-relevant, and honest about what the evidence does and does not support. We are deliberate about distinguishing between what is genuinely a validated conclusion and what remains a thesis requiring further investigation. Every member of our team is vigilant against the temptation to declare an answer prematurely or to mistake conviction for evidence. Our clients have told us that this discipline, being known as truth tellers, is what makes our work materially more valuable than what they receive from larger, multi-disciplinary consultancies.

For Private Equity firms and Corporate Development teams, our recommendations directly inform underwriting, value creation planning, and the deal-team decision-making that competitive processes demand. We build conviction on sound foundations rather than conjecture, and we deliver our findings with the clarity and directness that investment professionals need to act decisively. For private lenders, our recommendations provide the independent, sober view needed to make validated decisions with investment committees, set the best path with sponsors and co-lenders, and protect positions during the moments when the stakes are highest. For value creation teams mid-hold, our recommendations distinguish between the moves that actually compound performance and the ones that look attractive but won’t survive contact with operating reality. From the first signal through post-transaction value creation, Matters Graph’s recommendations are built to inform every decision the work was meant to support.