Companies107 Funding$41.6B Rounds77 ▼1 mo Investors75 Eng roles4352 ● data fresh
VIX The Intelligent Venture Terminal beta

RAMP

fresh

RAMP

☆ Watch

Cited for releasing a study on AI adoption and headcount growth. observed

fresh · evidence today 83 sources no confidence data
78.3/100
Venture signal
scored above 91% of unstaged peers stage unparsed
Outlook Stable
Why this score? ↓

What we have established three decisions, kept apart

  1. 1 Identity verified Not recorded

    No person- or entity-level identity check is on record for this company. A name match is not one.

  2. 2 Evidence sufficient to publish Yes

    The inclusion bar: two or more independent sourced evidence families. This profile is published and listed. It is a statement about how much evidence we hold, and about nothing else.

  3. 3 Fit for a seed/Series-A sourcing buyer Not established

    We have not established fit. That is not a soft no and not a soft yes — it is unknown, and it is never counted as a qualified prospect.

    UNKNOWN (not a soft no, never counted as qualified). Blocker: No source states a band-bearing stage for any financing event we hold.

    Venture backing: not found · Stage band: UNKNOWN — No source states a band-bearing stage for any financing event we hold.

    What would overturn this:

    Assessed 2026-10-24 for seed/Series-A sourcing.

Funding
$950M
Adoption
no signal
downloads / week
Developer
not scored
momentum / 100
Hiring
no board
eng openings
Commercial
not checked
homepage

Composite signal v0 insufficient evidence — 1 of 5 components

Five evidence lanes (activity, capital, infra, hiring, ecosystem) as within-cohort percentiles, combined with evidence-breadth weights over the 60-company baseline cohort. The ± band widens with missing lanes — it measures what the score stands on. Scores publish at 2+ evidence lanes; this company's tape carries 1 (5 signals/60d), so no number is claimed.

Traction

Current round

Opportunity & risk

↗ Strongest signal: funding_magnitude (30% of the score).

↓ Scored on 1 of 4 components — funding_recency, adoption, developer had no computable metric.

78 independent sources 0 promoted signals inspect the evidence →

The skeptic's read what this company has said, judged against what happened

1 claims on record 1 verified 0 contradicted 0 still unproven

Unproven ≠ false — it means the deadline or the evidence hasn't arrived. Nothing here is editorial: every count is a ledger row you can open on the Proof page.

Evaluation

How it's evaluated Four independent layers ▾

No single number decides. Layers can disagree — that's the point. New to this? →

Platform score derived
78/100
Founder self-assessment claimed
8/100
Investor ratings opinion
—
Expert ratings opinion
—
Rate this company Investor or expert role required ▾
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What people are saying 73 signals from 9 voices ▾
Technology No signals collected yet ▾
No technology data yet. This category is part of the record and will populate as evidence is collected or the founder provides it.
Team & hiring No signals collected yet ▾
No team & hiring data yet. This category is part of the record and will populate as evidence is collected or the founder provides it.
Market & funding stage No signals collected yet ▾
No market & funding stage data yet. This category is part of the record and will populate as evidence is collected or the founder provides it.
Timeline 1 events ▾
  1. 2028-02-05 They'll be with Grab in Malaysia and Singapore. They'll be with DD in China. They'll be with everybody. · Prediction · confirmed

Evidence & scoring

Why this score? none_required ▾

VentureSignalScore 78.3/100 for ramp, composed from 1 of 4 components (index v0 cross-signal), discounted ×0.79 for 30% signal coverage

ComponentWeightNormalizedContribution
funding_magnitude 0.3 0.9911 0.2973

Evidence this score rests on

Narrative vs. reality No SEC filing found for this round

Reported narrative · Tier 2
$950M
announced —
Filed reality · Tier 0 · SEC
No SEC Form D on record.

An evidence gap, not proof of falsity: Form D is not always required (foreign offerings, certain exemptions) or may not be filed yet.

Financing events four different events, four different dates

A first sale, a filing, an amendment and a public announcement are not the same event, and one date may not stand in for another. Where the latest financing date cannot be established from what we hold, this says unknown rather than substituting a date we do have.

Latest established financing date
unknown
Money moved on or after
not established
Total reported by
not established
Basis
unknown

No reported round and no SEC filing on record — no financing date is established.

Raw observations 268 records ▾
AttributeValueKindSourceObservedStateConf.
ai.technical.assessment {"council": {"dissent": false, "members": [{"agent": "technical_specialist", "domain": "technical", "signal": 0.3, "signal_source": "model"}, {"agent": "product_docs_specialist", "domain": "product_do derived council 2026-08-06 promoted 0.12
buyer_fit.assessment {"buyer": "seed/Series-A sourcing", "method": "Backlog pass 2026-10-24: applied the record_buyer_fit.ts fit rule to this company's held primary-source financing evidence (funding.round.* / sec.form_d. observed assessment 2026-10-24 normalized 0.90
buyer_fit.status unknown observed assessment 2026-10-24 normalized 0.90
common_name RAMP observed artifact ↗ 2026-07-18 normalized 0.60
community.hn.max_points 775 observed artifact ↗ 2026-07-18 superseded 0.20
community.hn.max_points 0 observed artifact ↗ 2026-10-08 normalized 0.20
community.hn.mentions 50 observed artifact ↗ 2026-07-18 superseded 0.20
community.hn.mentions 0 observed artifact ↗ 2026-10-08 normalized 0.20
community.hn.rumors [] observed artifact ↗ 2026-07-18 normalized 0.20
community.hn.top_story {"url": "https://news.ycombinator.com/item?id=3890328", "title": "How I attacked myself using Google and I ramped up a $1000 bandwidth bill", "points": 775, "created_at": "2012-04-25"} observed artifact ↗ 2026-07-18 superseded 0.20
community.hn.top_story {"url": "https://news.ycombinator.com/item?id=3890328", "title": "How I attacked myself using Google and I ramped up a $1000 bandwidth bill", "points": 775, "created_at": "2012-04-25"} observed artifact ↗ 2026-08-16 superseded 0.20
community.hn.top_story {"url": "https://news.ycombinator.com/item?id=3890328", "title": "How I attacked myself using Google and I ramped up a $1000 bandwidth bill", "points": 775, "created_at": "2012-04-25"} observed artifact ↗ 2012-04-25 superseded 0.20
community.hn.top_story {"url": "https://news.ycombinator.com/item?id=3890328", "title": "How I attacked myself using Google and I ramped up a $1000 bandwidth bill", "points": 775, "created_at": "2012-04-25"} observed artifact ↗ 2012-04-25 superseded 0.20
community.hn.top_story {"url": "https://news.ycombinator.com/item?id=3890328", "title": "How I attacked myself using Google and I ramped up a $1000 bandwidth bill", "points": 775, "created_at": "2012-04-25"} observed artifact ↗ 2012-04-25 superseded 0.20
community.hn.top_story {"url": "https://news.ycombinator.com/item?id=3890328", "title": "How I attacked myself using Google and I ramped up a $1000 bandwidth bill", "points": 775, "created_at": "2012-04-25"} observed artifact ↗ 2012-04-25 superseded 0.20
community.hn.top_story {"url": "https://news.ycombinator.com/item?id=3890328", "title": "How I attacked myself using Google and I ramped up a $1000 bandwidth bill", "points": 775, "created_at": "2012-04-25"} observed artifact ↗ 2012-04-25 superseded 0.20
community.hn.top_story {"url": "https://news.ycombinator.com/item?id=3890328", "title": "How I attacked myself using Google and I ramped up a $1000 bandwidth bill", "points": 775, "created_at": "2012-04-25"} observed artifact ↗ 2012-04-25 superseded 0.20
community.hn.top_story {} observed artifact ↗ 2026-10-08 normalized 0.20
description Cited for releasing a study on AI adoption and headcount growth. observed artifact ↗ 2026-07-18 normalized 0.60
funding.round.amount_usd 300000000 observed artifact ↗ 2025-11-18 normalized 0.50
funding.round.amount_usd 950000000 observed artifact ↗ 2025-10-28 normalized 0.50
hypothesis {"criterion": {"attribute": "score.venture_signal", "threshold": 3, "comparator": "gte"}, "prediction": "They'll be with Grab in Malaysia and Singapore. They'll be with DD in China. They'll be with ev derived calc 2026-08-06 derived 0.70
index.ai_tie AI_ADJACENT observed classify 2026-07-25 derived 0.60
metric.venture.funding_amount_usd 300000000 derived calc 2026-08-06 superseded 0.50
metric.venture.funding_amount_usd 950000000 derived calc 2026-08-06 derived 0.50
score.venture_signal 62.5 derived calc 2026-08-06 superseded 0.26
score.venture_signal 78.3 derived calc 2026-08-06 derived 0.26
sector emerging derived calc 2026-08-08 normalized 0.50
signal.attributed_claims 1 observed intelligence.claims 2026-09-26 parsed 0.90
signal.commentary {"context": null, "run_ref": "01KY529PQVC0XKT0CPYA318KSC", "signals": [{"quote": "we're thrilled to be launching token spend management today it's available to ramp and non-ramp customers and he's exa observed artifact ↗ 2026-07-18 promoted 0.50
signal.commentary {"context": null, "run_ref": "01KY5AKYD8F8FW5E7EZTXHVDBF", "signals": [{"quote": "Stripe for payments, ramp for expenses, Hanover Park for investments. Ramp was a credit card company at one point. Rem observed artifact ↗ 2026-07-06 promoted 0.50
signal.commentary {"context": null, "run_ref": "01KY5AKYD8F8FW5E7EZTXHVDBF", "signals": [{"quote": "like ramp. That's like their whole thing is like, we, you want to spend less money. We also want you to spend less mon observed artifact ↗ 2026-07-06 promoted 0.50
signal.commentary {"context": null, "run_ref": "01KZC0VCETTD7DP4CBTS7C4KZ0", "signals": [{"quote": "Ramp has raised 300 million dollars more. This came out just before we went on air. The company is now worth 32 billio observed artifact ↗ 2025-11-18 promoted 0.50
signal.commentary {"context": null, "run_ref": "01KZC0VCETTD7DP4CBTS7C4KZ0", "signals": [{"quote": "Super impressive stuff. I mean, it's a company that's just been crushing it.", "stance": "bullish", "signal_class": "e observed artifact ↗ 2025-11-18 promoted 0.50
signal.commentary {"context": null, "run_ref": "01KZC0VCETTD7DP4CBTS7C4KZ0", "signals": [{"quote": "Their pitch, though, is that their use of AI is turning money into essentially something more intelligent. I think the observed artifact ↗ 2025-11-18 promoted 0.50
signal.commentary {"context": null, "run_ref": "01KZC0VCETTD7DP4CBTS7C4KZ0", "signals": [{"quote": "It's definitely some PR person spent a lot of time on intelligent money. Let's just explain what they do. They do expe observed artifact ↗ 2025-11-18 promoted 0.50
signal.commentary {"context": null, "run_ref": "01KZC0VCETTD7DP4CBTS7C4KZ0", "signals": [{"quote": "The thing is, Navon went public the other day and this is the rebranded Trip Actions. Mostly it's a platform that help observed artifact ↗ 2025-11-18 promoted 0.50
signal.commentary {"context": null, "run_ref": "01KZC0VCETTD7DP4CBTS7C4KZ0", "signals": [{"quote": "The question for Navon is what's their growth rate? Because when people do make these investments and you get a really observed artifact ↗ 2025-11-18 promoted 0.50
signal.commentary {"context": null, "run_ref": "01KZC0VCETTD7DP4CBTS7C4KZ0", "signals": [{"quote": "So if they're trailing $1 billion, what's the forward looking like? If the forward is looking like they are going to d observed artifact ↗ 2025-11-18 promoted 0.50
signal.commentary {"context": null, "run_ref": "01KZC0VCETTD7DP4CBTS7C4KZ0", "signals": [{"quote": "If they're tripling, the multiple is a third of what it is.", "stance": "neutral", "signal_class": "prediction", "spea observed artifact ↗ 2025-11-18 promoted 0.50
signal.commentary {"context": null, "run_ref": "01KZC0VCETTD7DP4CBTS7C4KZ0", "signals": [{"quote": "Navon's growing in the 30s, Jason. So not anything like as quick as we're seeing from ramp itself.", "stance": "bullis observed artifact ↗ 2025-11-18 promoted 0.50
signal.commentary {"context": null, "run_ref": "01KZC0VCETTD7DP4CBTS7C4KZ0", "signals": [{"quote": "Ramp is private. We're all voting on this is going to be a very important company.", "stance": "bullish", "signal_clas observed artifact ↗ 2025-11-18 promoted 0.50
signal.commentary {"context": null, "run_ref": "01KZCAR4VNN7YR1BYMVKS43SDG", "signals": [{"quote": "Yeah. So listen, a million and fraudulent. This is another one of these stories to get us to mention Ramp, who's not a observed artifact ↗ 2025-10-28 promoted 0.50
signal.commentary {"context": null, "run_ref": "01KZCAR4VNN7YR1BYMVKS43SDG", "signals": [{"quote": "Google is really, I think, the most interesting one. They're up 40% this year of their stock because people were like, observed artifact ↗ 2025-10-28 promoted 0.50
signal.commentary {"context": null, "run_ref": "01KZCAR4VNN7YR1BYMVKS43SDG", "signals": [{"quote": "But now I'm getting through work so quickly. So this is inducing a massive amount of extra activity on Google services observed artifact ↗ 2025-10-28 promoted 0.50
signal.commentary {"context": null, "run_ref": "01KZCAR4VNN7YR1BYMVKS43SDG", "signals": [{"quote": "They made something called the Ghost Gym back in 2023.", "stance": "neutral", "signal_class": "fact_claim", "speaker_n observed artifact ↗ 2025-10-28 promoted 0.50
signal.commentary {"context": null, "run_ref": "01KZCAR4VNN7YR1BYMVKS43SDG", "signals": [{"quote": "Yeah, Wave is probably under-reported on. They have tests going on in UK, which is where I think they're based.", "sta observed artifact ↗ 2025-10-28 promoted 0.50
signal.commentary {"context": null, "run_ref": "01KZCAR4VNN7YR1BYMVKS43SDG", "signals": [{"quote": "And San Francisco, they've been testing. Germany, they've been testing all over the place.", "stance": "neutral", "sig observed artifact ↗ 2025-10-28 promoted 0.50
signal.commentary {"context": null, "run_ref": "01KZCAR4VNN7YR1BYMVKS43SDG", "signals": [{"quote": "WeRide and Uber have launched their robo-taxi in Riyadh.", "stance": "bullish", "signal_class": "fact_claim", "speaker observed artifact ↗ 2025-10-28 promoted 0.50
signal.commentary {"context": null, "run_ref": "01KZCAR4VNN7YR1BYMVKS43SDG", "signals": [{"quote": "They'll be with Grab in Malaysia and Singapore. They'll be with DD in China. They'll be with everybody.", "stance": "b observed artifact ↗ 2025-10-28 promoted 0.50
signal.commentary {"context": null, "run_ref": "01KZCAR4VNN7YR1BYMVKS43SDG", "signals": [{"quote": "So, you can look at those two, and you can see that they have discipline. I don't think they want to chase the average observed artifact ↗ 2025-10-28 promoted 0.50
signal.commentary {"context": null, "run_ref": "01KZCAR4VNN7YR1BYMVKS43SDG", "signals": [{"quote": "In the Series A, they do join the board. And that gives them two swings at bat. The seed fund can just make these 500K observed artifact ↗ 2025-10-28 promoted 0.50
signal.commentary {"context": null, "run_ref": "01KZCFJYTPRMG2HEZGGVGXHB0G", "signals": [{"quote": "All right, so next up on the docket is someone that I've known for a long time, Eric Gleiman, the co-founder and CEO o observed artifact ↗ 2025-10-13 promoted 0.50
signal.commentary {"context": null, "run_ref": "01KZCFJYTPRMG2HEZGGVGXHB0G", "signals": [{"quote": "We're now ramp customers over 50,000 organizations are spending more than $100 billion per year across the platform.", observed artifact ↗ 2025-10-13 promoted 0.50
signal.commentary {"context": null, "run_ref": "01KZCFJYTPRMG2HEZGGVGXHB0G", "signals": [{"quote": "And through that, it turns out it's an incredible index in an aggregated and anonymized way to get a sense of what's a observed artifact ↗ 2025-10-13 promoted 0.50
signal.commentary {"context": null, "run_ref": "01KZCFJYTPRMG2HEZGGVGXHB0G", "signals": [{"quote": "I think the leaderboard was kind of interesting. ... So these are the top SaaS vendors from last month across all of y observed artifact ↗ 2025-10-13 promoted 0.50
signal.commentary {"context": null, "run_ref": "01KZCFJYTPRMG2HEZGGVGXHB0G", "signals": [{"quote": "And this information, people used to trade on information like this at hedge funds where it was available for purchase observed artifact ↗ 2025-10-13 promoted 0.50
signal.commentary {"context": null, "run_ref": "01KZCFJYTPRMG2HEZGGVGXHB0G", "signals": [{"quote": "And then more interestingly, you can, this is even broken down in a product I love in the in ramps product called pric observed artifact ↗ 2025-10-13 promoted 0.50
signal.commentary {"context": null, "run_ref": "01KZCFJYTPRMG2HEZGGVGXHB0G", "signals": [{"quote": "Well, this is just such a great startup tip. If you can create data that comes out on a regular basis and people cite observed artifact ↗ 2025-10-13 promoted 0.50
signal.commentary {"context": null, "run_ref": "01KZCFJYTPRMG2HEZGGVGXHB0G", "signals": [{"quote": "we actually want to help our customers spend less money, uh, not more.", "stance": "neutral", "signal_class": "fact_cl observed artifact ↗ 2025-10-13 promoted 0.50
signal.commentary {"context": null, "run_ref": "01KZCFJYTPRMG2HEZGGVGXHB0G", "signals": [{"quote": "we do have a component, um, where you can add on, uh, paid seat based software. Um, it is an extraordinarily fast grow observed artifact ↗ 2025-10-13 promoted 0.50
signal.commentary {"context": null, "run_ref": "01KZCFJYTPRMG2HEZGGVGXHB0G", "signals": [{"quote": "we, we, we passed over a billion a year in revenue. Um, the business is just about doubling and, um, you know, we're d observed artifact ↗ 2025-10-13 promoted 0.50
signal.commentary {"context": null, "run_ref": "01KZCFJYTPRMG2HEZGGVGXHB0G", "signals": [{"quote": "something like 2% of all corporate and small business card spend in the U S is, is, is happening on ramp, but 98% is n observed artifact ↗ 2025-10-13 promoted 0.50
signal.commentary {"context": null, "run_ref": "01KZCFJYTPRMG2HEZGGVGXHB0G", "signals": [{"quote": "a dollar saved is not equivalent to a dollar earned. You know, a dollar cut of cost is mathematically equivalent to $1 observed artifact ↗ 2025-10-13 promoted 0.50
signal.commentary {"context": null, "run_ref": "01KZCFJYTPRMG2HEZGGVGXHB0G", "signals": [{"quote": "we were, you know, help companies cut their expenses by 2% per year. You know, now it's upwards of five. And I think t observed artifact ↗ 2025-10-13 promoted 0.50
signal.commentary {"context": null, "run_ref": "01KZCFJYTPRMG2HEZGGVGXHB0G", "signals": [{"quote": "with ramp we were the first, uh, in the world and still one of the only companies on the planet where you can one clic observed artifact ↗ 2025-10-13 promoted 0.50
signal.commentary {"context": null, "run_ref": "01KZCFJYTPRMG2HEZGGVGXHB0G", "signals": [{"quote": "open AI had their, their dev day and they highlighted, it was only 30 companies ever, um, that have consumed more than observed artifact ↗ 2025-10-13 promoted 0.50
signal.commentary {"context": null, "run_ref": "01KZCFJYTPRMG2HEZGGVGXHB0G", "signals": [{"quote": "ramp is not only faster, but more accurate, um, you know, really then, uh, almost all accountants, um, you know, using observed artifact ↗ 2025-10-13 promoted 0.50
signal.commentary {"context": null, "run_ref": "01KZCFJYTPRMG2HEZGGVGXHB0G", "signals": [{"quote": "we use a lot on accounting automation, bill payment automation, procurement automation.", "stance": "neutral", "signal observed artifact ↗ 2025-10-13 promoted 0.50
signal.commentary {"context": null, "run_ref": "01KZCFJYTPRMG2HEZGGVGXHB0G", "signals": [{"quote": "you have to do this. ... you invest a lot in, um, benchmarking, uh, and different tools to kind of go and see what's t observed artifact ↗ 2025-10-13 promoted 0.50
signal.commentary {"context": null, "run_ref": "01KZCFJYTPRMG2HEZGGVGXHB0G", "signals": [{"quote": "What's unique about, uh, agents is I, I think there's a lot of jargon around this. Um, as I think of them as models pl observed artifact ↗ 2025-10-13 promoted 0.50
signal.commentary {"context": null, "run_ref": "01KZWHP1B3AQTMD8XCYE6H25NR", "signals": [{"quote": "ramp was was an investment stitch, which just raised at a billion dollar valuation.", "stance": "bullish", "signal_cla observed artifact ↗ 2022-01-29 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M06QKZ8RAHYVFAK2BVBWGHAM", "signals": [{"quote": "It's called Ramp. And we use it here at launch. My COO, Heidi, our chief operating officer loves it because Ramp gives observed artifact ↗ 2024-12-24 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M06R271XB14G27G9NW2PFHTZ", "signals": [{"quote": "ramp the corporate card and spend management software designed to help you save time and money get 250 when you join r observed artifact ↗ 2024-12-17 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M06RNNJY70K5TG7PK89JJR1Z", "signals": [{"quote": "Well, with ramp, you can ramp is the corporate card and spend management software designed to help you save time and p observed artifact ↗ 2024-12-10 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M06RQKE39KKYND3579Q9YG5Y", "signals": [{"quote": "designed to help you save money basically it puts money back in your pocket it's called ramp and we use it here at lau observed artifact ↗ 2024-12-07 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M0AG4ZQC3J345ZMSRB6Q7AXW", "signals": [{"quote": "Well, I want to sort of first give a shout out to one of the best AI companies in our portfolio that generated that re observed artifact ↗ 2024-05-20 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M0AG4ZQC3J345ZMSRB6Q7AXW", "signals": [{"quote": "The first is the number of net new RAMP customers that are choosing to begin investing in AI rather than currently exp observed artifact ↗ 2024-05-20 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M0AG4ZQC3J345ZMSRB6Q7AXW", "signals": [{"quote": "ramp is never really been branding or tried to make itself an AI company. I think, you know, part of it is other compe observed artifact ↗ 2024-05-20 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M3N5E04G717AM29DZY11NDDV", "signals": [{"quote": "the Ramp team in general, in general, the leaders and founders we see from Ramp, they are just revenue hunting missile observed artifact ↗ 2026-09-28 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M3N5E04G717AM29DZY11NDDV", "signals": [{"quote": "It doesn't mean every Ramp company works. But it's that, again, the confidence that I've seen this is like, if I can f observed artifact ↗ 2026-09-28 promoted 0.50
signal.commentary {"context": null, "run_ref": "01M3SEZ6GQ8HZ83P8BTZ9582W8", "signals": [{"quote": "Ramp helps many of the most innovative businesses in the world do exactly that, and they do this by using first princi observed artifact ↗ 2026-09-30 superseded 0.50
signal.commentary {"context": null, "run_ref": "01M3TWY2MKZHSJS2H6ND6YF9N9", "signals": [{"quote": "This episode is brought to you by Ramp, the spend management platform we use here at TFR. They're offering listeners $ observed artifact ↗ 2026-10-01 superseded 0.50
signal.commentary {"context": null, "run_ref": "01M4FFZ5FBJZQ3J3Q07P8VMPYY", "signals": [{"quote": "The median company running on Ramp cuts their expenses by 5%.", "stance": "bullish", "confidence": 0.7, "signal_class" observed artifact ↗ 2026-10-09 superseded 0.50
signal.commentary {"context": null, "run_ref": "01M4FFZ5FBJZQ3J3Q07P8VMPYY", "signals": [{"quote": "The median company running on Ramp also grows their revenue by 16%.", "stance": "bullish", "confidence": 0.7, "signal_ observed artifact ↗ 2026-10-09 superseded 0.50
signal.commentary {"context": null, "run_ref": "01M4FFZ5FBJZQ3J3Q07P8VMPYY", "signals": [{"quote": "So when you're running your business on Ramp and your competitors are not, you have a massive competitive advantage th observed artifact ↗ 2026-10-09 superseded 0.50
signal.commentary {"context": null, "run_ref": "01M4FFZ5FBJZQ3J3Q07P8VMPYY", "signals": [{"quote": "Ramp is the only platform designed to make your finance team faster and happier.", "stance": "bullish", "confidence": observed artifact ↗ 2026-10-09 superseded 0.50
signal.commentary {"context": null, "run_ref": "01M4FFZ5FBJZQ3J3Q07P8VMPYY", "signals": [{"quote": "Many of the top founders and CEOs that I know run their business on Ramp. I run my business on Ramp and you should too observed artifact ↗ 2026-10-09 superseded 0.50
signal.commentary {"context": null, "run_ref": "01M4FJVMPB9MZP3WWAXM52W7WH", "signals": [{"quote": "We use RAMP at TFR and it's been a game changer. As our preferred partner, they're offering listeners $150 just to tak observed artifact ↗ 2026-10-09 superseded 0.50
signal.commentary {"context": null, "run_ref": "01M4FKZ931J3SBKHV96BCK2MT2", "signals": [{"quote": "The median company running on Ramp cuts their expenses by 5%. And one thing that SpaceX has demonstrated is that a rel observed artifact ↗ 2026-10-09 superseded 0.50
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