The 5 Dimensions Analysts Consider to Evaluate Your Firm

Most guidance on analyst relations focuses on mechanics: deadlines, submission portals, task forces. That's useful, but it's downstream of a more important question:

What are analysts actually evaluating, and why?

Every evaluative report comes down to two axes: vision, or where you see the market heading, and execution, or your proof that you're delivering against that view right now. Vendors tend to overinvest in vision, because it's the fun part to talk about, and underinvest in execution, because proof is harder to produce than narrative.

That tension shows up across five dimensions of the relationship: not five steps to complete, but five lenses analysts are looking through at once, in every conversation:

1. Business
2. Market
3. Offering
4. Customers
5. Go-to-market

Here's what analysts are looking for in each, why it matters to them, and how to prepare.

Note: the statistics included throughout this article are from our 2026 Analyst Survey, unless otherwise noted.

1. Business

Analysts want a clear read on your financial health: annual recurring revenue, year-over-year growth, revenue split by geography, headcount, and profitability. Vague reassurance doesn't substitute for the numbers.

Why it matters

Analysts are underwriting your viability when they recommend you. If a customer makes a multi-year, multi-million-dollar bet on your product and you're not around in three years, that's the analyst's reputation on the line, not just yours.

How to prepare

• Share financials proactively, even when the story isn't dramatic. An analyst without your data just goes and finds public information you don't control.
• Know the NDA distinction. Briefings are often not under NDA; ranking-report submissions usually are. Decide what you're comfortable sharing in each setting before you're asked.
• Lead with trend, not just a snapshot. Growth direction matters as much as the absolute number.

2. Market

Analysts want vendors to bring them real signal: customer pain points, emerging trends, where you're placing bets in response, not a restated version of the analyst's own published thesis.

Why it matters

Large firms field enormous inquiry volume. Gartner alone handles hundreds of conversations a year, which means analysts are forming their view of where the market is heading largely independent of any one vendor. You're one input, not the source of truth, so a briefing that only tells rather than contributes wastes the opportunity.

How to prepare

• Read before you reach out. Analysts are publishing more of their own thinking outside the paywall: ungated output has climbed three years running (38%, then 41%, now 45% of analysts increasing it in 2026), almost all of it on LinkedIn (96%). "What are you hearing about us?" is a question anyone can ask. Referencing an analyst's own published argument from last week is not.
• Treat every briefing as a two-way exchange. While you want to be well-versed in each analyst's perspective, ideally you want to offer them your unique take on the market. Bring analysts something they don't already know from their own inquiry volume, rather than a restated version of their own thesis handed back to them.
• Use analysts as a sounding board. One analyst in Spotlight's 2026 survey shared that conversations with analysts provide a "lower-risk environment to pressure test early ideas for positioning changes... and what the market believes" before those ideas go public.

3. Offering

Analysts want honesty about where your product is strong and where it isn't, and increasingly, for AI capabilities specifically, real proof of adoption rather than a capabilities pitch.

Why it matters

Every vendor believes their product is the best on the market, and every vendor tends to pitch it that way. Analysts have heard that pitch enough times that polish alone doesn't move them. Candor does, and they have the means to check: analysts are talking directly to your customers.

Our analyst survey data is blunt on this point. Zero percent of analysts said they never encounter inconsistencies between vendor claims and customer accounts; 61% said they see those gaps often or very often. Where the gaps concentrate:

• 81%: Implementation complexity
• 65%: Capabilities
• 58%: ROI
• 40%: Support
• 31%: Use cases
• 20%: Pricing

In short, don't try to hide gaps from analysts. An unacknowledged gap doesn't stay hidden; it just signals you're not willing to engage with something the analyst is likely to find anyway.

How to prepare

• Get ahead of known weaknesses, especially around implementation complexity and ROI, the two areas where gaps show up most.
• Quantify AI outcomes specifically: time saved, FTEs reduced, dollars saved, rather than describing features. Nearly every vendor claims AI capabilities; almost none can show adoption data, which makes real proof a rare differentiator.
• Don't assume you know your customer base as well as you think. Analysts' default expectation is that you don't.

4. Customers

Analysts want proof structured the way a strong interview answer is structured: the challenge, the action taken, the outcome achieved. And they want it delivered through unscripted access to real customers, not a curated logo slide.

Why it matters

94% of analysts say understanding a vendor's customers is extremely or very important to their coverage (65% say extremely). Specifically, customer understanding helps them with:

• 84%: Identifying common problems and challenges
• 83%: Gathering firsthand, real-world user experiences
• 81%: Validating or challenging vendor claims

That last point is the one that should give AR teams pause: customer evidence isn't just color for a report. It's the mechanism analysts use to check your story.

How to prepare

When asked which sources they trust most for customer and end-user perspective, analysts ranked them clearly:

1. 79%: Direct access to customers at vendor events
2. 63%: Surveys
3. 56%: Inquiries
4. 52%: Partners (systems integrators, channel partners)
5. 52%: Customer references as part of a vendor evaluation
6. 37%: Joint vendor-and-customer briefings
7. 22%: Customer review sites (like G2, TrustRadius, PeerSpot)

Direct, unscripted access leads by a wide margin, and 65% of analysts said vendor engagements would be much or somewhat better if vendors brought customers into briefings with them.

Advice from analysts themselves, drawn straight from our survey's open-ended responses, converged on a few unprompted themes:

• "Get a third party to talk to customers on your behalf. They are far more likely to get the truth."
• Interview the customers you'd normally keep away from analysts: lost deals, churned accounts, skeptical users. "There's something to learn from dissatisfied customers, lost deals, stalled adopters, and non-customers."
• Listen more than you present. "Drop the ego. No vendor is perfect, and clients know that."

5. Go-to-market

Analysts want pricing and packaging simple enough to repeat accurately to the next buyer who asks.

Why it matters

Analyst-buyer conversations are frequent and ongoing, not annual. 58% of analysts discuss vendor shortlists with buyers daily, weekly, or monthly. If your pricing needs a slide deck to explain, it doesn't survive being relayed secondhand in one of those conversations.

At the same time, buyer behavior is shifting under both of you. 25% of analysts say buyers now cite AI output as a source on equal footing with analyst research, and outside research shows the scale of that shift: 51% of B2B software buyers now start research with AI answer engines (G2), and 68% of CMOs start with AI tools before traditional search (Wynter).

How to prepare

• Keep pricing and packaging simple enough that it survives being repeated by someone else, to someone else.
• Close the loop when you act on analyst feedback. Bring them your messaging and pricing questions, then tell them what you changed. It costs nothing and turns a one-time evaluation into an ongoing relationship.

Treat analysts as advisors, not judges

The mindset shift that separates vendors who get real value from the relationship is simple: stop treating the analyst as a judge grading an essay, and start treating them as a strategic advisor. 

That means bringing analysts real, unresolved problems and asking for their read, rather than presenting a polished position and hoping it holds. Some organizations take this further, bringing analysts into live, in-flight deals for guidance on a specific competitive situation, since the analyst already knows the other vendors at the table.

Most vendors are moving in the opposite direction. Spotlight's 2026 Analyst Survey of 175 analysts found that vendors are more eager than ever to influence analysts (91% in 2026, up from 80% in 2023) but almost no more eager to learn from them (66% today versus 65% four years ago). The gap between the two has widened every year we've asked: 15 points in 2023, then 22, then 24, now 25.

That 25-point gap is, in effect, the advisory relationship most vendors are leaving on the table. As one analyst in the survey framed it: "Industry analysts are the best way for you to understand your customers and meet their needs. Needs should drive product rather than product driving need."

The takeaway

Analyst relations isn't a contest you win with a well-crafted RFI response, and it doesn't end when a report gets published. 

Every interaction, from a routine inquiry to a briefing to a formal evaluation, holds your business, your story, and your evidence up to a lens more skeptical, and more informed, than almost anyone else you'll pitch. 

Get the fundamentals right across these five dimensions, and every part of the relationship gets easier to manage, not just the next submission.