Market Sentiment
The ABM Platform Era Is Ending
What 3,000+ practitioners actually say about 6sense, Demandbase, Clay, and the 2026 stack — synthesized from Reddit, LinkedIn, G2, and Substack.
Our take
In 2026, ABM-the-strategy is alive. The ABM platform is on life support. After reading 6 months of practitioner threads, the signal is unmistakable: buyers still believe in account-based GTM, but they've stopped believing in the $100K/year, black-box, 2-year-contract platform model from 6sense and Demandbase. Even Amanda Kahlow — the founder of 6sense — posted "Intent is Dead" on LinkedIn in October 2025.
The winning 2026 pattern is a best-of-breed signal stack: Clay for enrichment, Common Room for community signals, RB2B or Warmly for website identification, UserGems or Champify for job changes, Mutiny for personalization. It costs a third of a legacy platform contract and replaces black-box scores with explainable signals that reps actually trust.
Our view: before you sign anything, read the case for middle-of-funnel marketing and why we fix your CRM before we spend. The expensive lesson every ABM platform buyer learns is that the tool doesn't fix broken foundations — it exposes them, then bills you for the privilege.
Cross-vendor themes
Six signals reshaping ABM in 2026
What practitioners across Reddit, LinkedIn, and Substack are converging on — with the citations to back it up.
1. "6sense fatigue" has gone mainstream
Adam Schoenfeld's September 2025 LinkedIn post "We just churned off 6sense" drew 96+ comments and triggered a wave of copycat posts. By October 2025 he wrote on PeerSignal: "The blackbox overpromise has run its course. Models trained on stale CRM data. No way to explain outputs. Sales loses confidence fast."
Adam Schoenfeld, PeerSignal (Oct 30, 2025) — peersignal.org
2. The Great ABM Unbundling is the 2026 narrative
Kaylee Edmondson (Looped In) identified three camps: Holdouts on spreadsheets, Over-Investors with multi-year $150K+ contracts using 30% of features, and Experimenters running RB2B plus Clay plus Warmly. The Experimenters are setting the tone for the category.
Kaylee Edmondson, Looped In (Jan 18, 2026) — demandloops.substack.com
3. "Intent data is the new astrology"
Crissy Saunders (CS2, Feb 2026): "Most 3rd party intent that was sold to us before was snake oil and literally proven to work just as well as picking random accounts." Amanda Kahlow, the founder of 6sense and now CEO of 1mind, posted "Intent is Dead" in October 2025.
Crissy Saunders, Cooking Up GTM (Feb 6, 2026) — cookingupgtm.substack.com
4. Best-of-breed signal stack is winning
Schoenfeld's churn-off stack: Keyplay for ICP scoring plus custom intent scoring plus direct paid media. The pattern is consistent across practitioners: buy-in to ABM-the-strategy is still 100%, buy-in to the legacy-ABM-platform is collapsing. Clay plus Common Room plus RB2B or Warmly plus UserGems is the consensus composition.
Schoenfeld / Edmondson / Saunders synthesis
5. Signal-based beats score-based
Practitioners consistently reject black-box account scores. What buyers reward now is explainable signals — "Finance stakeholder on pricing page 3x in 7 days" beats "Account is at Decision stage per the model." This is the #1 reason reps stop trusting 6sense and Demandbase.
Cross-thread synthesis, r/ABM, r/b2bmarketing, r/gtmengineering 2025-2026
6. Mid-market is fleeing. Enterprise is stuck.
Mike Harty's thesis (The B2B Stack): "Using enterprise architecture for mid-market maturity sucks." Enterprise accounts justifying sunk cost will be "2 years behind" per Schoenfeld. Mid-market is already unbundling and saving 60-70% versus a 6sense or Demandbase contract.
Mike Harty, The B2B Stack (Dec 8, 2025) — theb2bstack.com
The 2026 ABM stack consensus
What the most credible practitioners actually recommend
Schoenfeld (PeerSignal / Keyplay), Edmondson (Looped In), Saunders (CS2), and Harty (The B2B Stack) converge on the same unbundled shape. Not identical tools, but the same architecture: identify, enrich, harvest signals, personalize, retarget — each job owned by a specialist rather than one monolith.
Clay — enrichment Common Room — community signals RB2B / Warmly — website ID UserGems / Champify — job changes Mutiny — personalization
Total cost runs roughly $3K-$8K/month versus $10K-$15K/month for a 6sense or Demandbase contract — and reps actually trust the outputs. Saunders puts it directly: "Replace 3rd-party intent with Signals. Use Clay plus Common Room plus Pocus. Replace ad targeting with Clay Ads or existing tools. Replace website de-anon with Vector or Qualified chat."
42/ Stack Map: ABM 2026
An analyst-style overlay on the vendor cards below. Each plotted on methodology transparency (black-box scoring → whitebox / explainable signals) and stack philosophy (bundled enterprise platform → unbundled point tool). The 2025-2026 thesis: practitioners are leaving black-box bundles for whitebox unbundled stacks.
↑ Unbundled point tools
Bundled enterprise platform ↓
← Black-box / opaque
Whitebox / transparent →
Unbundled but opaque
Point tools without published methodology
The unbundling
Whitebox + practitioner-named
Enterprise bundles
Black-box scoring + multi-year contracts
Pragmatic platforms
Bundled but transparent
Clay
Common Room
UserGems
Warmly
RollWorks
Mutiny
6sense
Demandbase
Terminus (merged)
Foundry
Methodology — how we plot: Y-axis (stack) reads vendor product surface area: pure point tools (Clay, UserGems) at top, full-stack ABM platforms (6sense, Demandbase, Terminus, Foundry) at bottom. X-axis (transparency) reads scoring explainability + contract structure + how the practitioner class (Schoenfeld, Edmondson, Saunders, Harty) characterizes the vendor on Substack/Reddit.
Vendor breakdown
Ten vendors, honestly reviewed
Every quote is sourced. Every score is from G2 or TrustRadius with URLs. Where the data is thin, we say so.
6sense
The black-box trust problem. Adam Schoenfeld churned 6sense publicly in 2025 (PeerSignal: ‘I just churned 6sense’) and it’s now a poster child for the ‘decline of the salestech unicorns’ r/b2bmarketing thread. Wins on the deepest intent + predictive layer for enterprise orgs with clean RevOps and sophisticated buying-group detection. Loses on $120K+ year-one contracts with 30% feature utilization, false-positive hell (‘hot lead alerts for people unsubscribing from marketing’), and model changes that take months via ‘annual refresh’ cycles.
Positive themes
- Deepest intent + predictive layer on the market for large enterprise orgs with clean RevOps
- Strong at identifying accounts consistently pulling technical docs and pricing pages
- Sophisticated buying-group detection, big partner ecosystem
- Newest agentic GTM features (RevvyAI, Nov 2025)
Who it's good for: Upper mid-market to enterprise with $100M+ ARR, clean CRM, 10+ person RevOps team, multi-stakeholder sales cycles, appetite for true orchestration.
Critical themes
- Black-box trust problem — reps don't trust scores, adoption dies
- False-positive hell: "hot lead" alerts for people unsubscribing from marketing
- $120K+ year-one contracts, 2-year commits, 30% feature utilization reported
- Slow to adjust — model changes take months via "annual refresh" cycles
- Weak ad product: "costly & no visibility"
Who it's NOT for: SMB or mid-market under $20M ARR, teams without RevOps, niche TAMs, anyone who needs models that update in minutes not months.
"We had it for a year, and canned it for sales teams. We were getting 'hot lead' alerts when people were coming to our website to unsubscribe from all our marketing emails."
— u/jezarnold, r/sales (Jun 2025) · reddit.com
"Some of the features on segments could be improved, like creating a dynamic filter for the date range 'yesterday'. Also, their alerts can be a little constrained at times, not letting you customize as much as I'd like - such as only allowing an alert to give the top 10 accounts that match filters."
— G2 reviewer (4.0/5), Digital Marketing Manager, 50 or fewer emp. (Apr 2026) · g2.com
"Intent signals aren't always precise, and contact data (like most platforms similar to this) are not always complete or up to date."
— G2 reviewer (4.0/5), Enterprise Account Executive, 51-1000 emp. (Apr 2026) · g2.com
Demandbase
Better Salesforce integration than 6sense and #1 in G2’s Enterprise Account-Based Advertising grid — the more practical of the two enterprise ABM platforms. Wins on engagement-minutes framework loved by demand-gen leaders, ad-platform integrations called ‘unrivaled’ for enterprise, and a more usable reporting UI. Loses on r/b2bmarketing’s sharpest critique — ‘$50K+ annually and half the impressions go to accounts outside ICP’ — a predictive layer less advanced than 6sense, and the ‘us-in-the-scoring’ arbitrary feedback problem.
Positive themes
- Better Salesforce integration than 6sense — improves sales adoption dramatically
- Strong ad targeting for enterprise; "integrations into different ad platforms are unrivaled"
- Engagement minutes framework loved by demand gen leaders for prioritization
- Better reporting UI for non-technical users
Who it's good for: Mid-market to enterprise teams that want a unified GTM platform with strong firmographic / IP identity graph, cross-team usability, and a modular deployment path. Teams already embedded in Salesforce.
Critical themes
- Expensive and overkill for mid-market: "$50K+ annually and half the impressions go to accounts outside ICP"
- "Us-in-the-scoring" problem — arbitrary scoring feedback
- Ad transparency issues across multiple Reddit threads
- Predictive less advanced than 6sense
Who it's NOT for: Teams who'll only use 10% of the platform. Mid-market orgs that need speed and light ops overhead. Teams expecting silver-bullet predictive ML.
"Demandbase is expensive as hell and the targeting precision is overhyped. Our clients spend $50k+ annually and half the impressions go to accounts outside their ICP. The reporting is clunky and attribution is questionable."
— u/erickrealz, r/b2bmarketing (Oct 2025) · reddit.com
"Demandbase One is quite pricy, which can be a bit of a drawback. Also, there's a bit of a learning curve, but it's manageable if you have prior experience with ABM/ABX platforms."
— G2 reviewer (4.0/5), Service Guide (Apr 2026) · g2.com
RollWorks (AdRoll/RollWorks unified ABM)
ABM becomes a channel, not a category. That’s Mike Harty’s Nov 2025 framing of the post-AdRoll-merger RollWorks — the pragmatic media-led ABM stack for teams not ready for 6sense pricing. Wins on cheaper platform cost, lower operational burden, and credible case-study lift (BetterCloud: 81% deal-size increase via RollWorks + G2 intent). Loses on identity/data thinner than enterprise alternatives, brand dilution post-AdRoll merger, and a ceiling: it’s not a full GTM operating system.
Positive themes
- Cheaper platform cost and lower operational burden than 6sense or Demandbase
- Good starting point for SMB and mid-market ABM-curious teams
- Journey Stage integrations and G2 Buyer Intent layering are pragmatic
- BetterCloud case study: 81% increase in deal size via RollWorks + G2 intent
Who it's good for: SMB to mid-market teams who want account-targeted media plus light ABM without enterprise complexity. Teams outgrowing pure LinkedIn Ads but not ready for 6sense or Demandbase pricing.
Critical themes
- Not a full GTM OS — "ABM becomes a channel, not a category"
- Identification and data not as rich as enterprise platforms
- Reddit mentions are thin — neither passionately loved nor hated
- Post-AdRoll merger has diluted the brand further in practitioner discussion
Who it's NOT for: Enterprise-grade identity plus global supply. Teams needing a full GTM operating system or orchestration layer.
"ABM becomes a channel, not a category. This stack is for companies who want simple, media-led ABM that scales with spend."
— Mike Harty, The B2B Stack (Nov 2025) · theb2bstack.com
"While AdRoll ABM is powerful, the platform can feel a bit complex at first—especially when setting up more advanced targeting and segmentation. It takes some time to fully understand all features and get the most out of it. Additionally, reporting customization could be more flexible, and pricing may be a consideration for smaller teams or those just starting with ABM."
— G2 reviewer (3.5/5), Marketing Analyst, 51-1000 emp. (Apr 2026) · g2.com
Clay
The most-discussed prospecting tool on Reddit in 2025-2026 — Crissy Saunders names Clay explicitly as the 6sense and Demandbase replacement, and Clay Ads beta (late 2025) is positioned to replace their ad layer too. Wins on extreme flexibility (multi-step enrichment, HTTP calls, custom logic), GTM-engineer/agency fit, and a Lego-kit architecture you can compose around. Loses on October 2025 pricing volatility (the credits-to-actions split has power users nervous about bills), a steep learning curve, and the reality that n8n + Apollo + DataForSEO is a credible DIY alternative at 1/10th cost for single use cases.
Positive themes
- "Lego kit for enrichment" — extremely flexible multi-step workflows
- GTM Engineer and agency friendly — HTTP calls, custom logic, layered signals
- Clay Ads beta (late 2025) positioned as the feature that could replace 6sense/Demandbase's ad layer
- Named explicitly by Saunders as the 6sense and Demandbase replacement
Who it's good for: Agencies, GTM engineers, RevOps teams running outbound for 2+ client accounts, teams with multi-step enrichment flows. Series B/C with an ops-minded marketer.
Critical themes
- Pricing volatility — October 2025 overhaul split credits into Data Credits vs Actions; power users nervous about bills
- Steep learning curve — "lots of hidden logic, not super intuitive"
- Overkill for simple outbound — Apollo alone is enough for solo founders
- n8n + Apollo + DataForSEO is a credible DIY alternative at 1/10th cost for single use cases
Who it's NOT for: Solo founders just starting outbound. Teams with <10K email sends/month. Organizations that want turnkey automation with no setup.
"For anyone running multi-step enrichment chains with HTTP calls, custom logic, and layered signal routing, the thing that actually drives your bill is not data credits. It is actions. And from what I can tell reading the new model, actions are now the bottleneck and the pricing there has not moved in a friendly direction."
— OP, r/gtmengineering (Nov 2025) · reddit.com
UserGems
Best-in-class for automated job-change tracking of past champions, trials, and closed-lost contacts — and the #1 vendor name on r/SaaS’s ‘UserGems alternative that won’t cost $30k’ threads. Wins on plug-and-play CRM sync (Salesforce + HubSpot), strong intent-signal layering, and no-ops automation. Loses on price (‘$30K+ for what is essentially job change monitoring’) and the build-vs-buy calculus tipping toward build — Limadata + n8n, Champify, Clay workflows, and Wiza Monitor are all credible DIY alternatives in 2026.
Positive themes
- Best-in-class for automated job-change tracking of past champions, trials, and closed-lost contacts
- Strong Salesforce and HubSpot integration; CRM sync is solid
- Layers job change data with buying intent — "strong intent signals"
- Plug-and-play for teams that value no-ops automation
Who it's good for: B2B SaaS sales teams with 2K+ contacts worth tracking, willingness to pay premium for no-ops automation, heavy champion-tracking plays, tight Salesforce or HubSpot integration needs.
Critical themes
- Price — "$30K for job change monitoring" is the most repeated complaint
- Multiple DIY alternatives emerging: Limadata + n8n, Champify, Clay workflows, Wiza Monitor
- Build-vs-buy calculus tips toward build for anyone technical enough
- "Strong intent signals but pricing is crazy" — recurring theme across r/sales and r/SaaS
Who it's NOT for: Founders and GTM engineers who can wire up n8n + a data API in half a day. Anyone where the primary use case is only job-change alerts. Teams with <500 contacts in CRM.
"Came across UserGems, but after a call with their team the quote came back at $30k+. That's hard to justify for what is essentially a job change monitoring. Feels like the core logic isn't that complex: monitor a list of contacts, detect when someone changes jobs, fire an alert."
— u/noobCoder00101, r/SaaS (Apr 2026) · reddit.com
"Some of the contacts that come up are no longer active with the company, so maybe adding in more steps to check the validity of contacts being up to date."
— G2 reviewer (3.5/5), Key Account Manager, 51-1000 emp. (Aug 2024) · g2.com
Warmly
The ‘conversational ABM’ bundle — visitor ID + chat + outreach in one mid-market tool, named in Edmondson’s unbundled stack as the conversational layer. Wins on integrated workflow, person-level identification rates above reverse-IP, and aggressive content marketing (the Warmly vs Clay comparisons are widely shared). Loses on identification rates trailing RB2B (40-60% vs 70-80%), bundled pricing pushing $5K-$10K/year vs RB2B’s $1.5K starter, and a crowded category fight with Koala, RB2B, Customers.ai, and Clearbit Reveal all chasing the same use case.
Positive themes
- Good person-level identification rates relative to reverse-IP alternatives
- "Conversational ABM" framing resonates — named as the conversational layer in Edmondson's unbundled stack
- Aggressive but useful content marketing (Warmly vs Clay comparisons are widely shared)
- Works as a reasonable "do-it-all" ABM alternative for SMB and mid-market
Who it's good for: Mid-market B2B SaaS with enough website traffic to justify $2K-$10K/year investment, teams that want an integrated workflow (identify to chat to outreach) in one tool.
Critical themes
- Identification rates still below RB2B (40-60% vs 70-80%)
- Bundled pricing that buffs up to $5K-$10K/year (RB2B starts at $1.5K)
- Crowded category — Warmly, Koala, RB2B, Customers.ai, Clearbit Reveal all fight for the same use case
Who it's NOT for: Teams that just need raw visitor identification at the lowest cost (RB2B wins). Low-traffic sites. Teams with heavy RevOps who'd rather compose their own stack.
"Either the identifications are really low (40-60% while RB2B has 70-80%). The plans are bundled with a bunch of features to buff up to 5k-10k USD (RB2B starts with 1.5k USD)."
— u/Competitive-Title793, r/b2bmarketing (Nov 2025) · reddit.com
"Initial setup took some tuning. Slack notifications were very noisy at first, and the integrations with both Apollo and Salesforce required more back and forth work than I'd have liked. Occasional false positives are kind of to be expected with this sort of tool, but they're never fun."
— G2 reviewer (4.0/5), Head of Sales (Apr 2026) · g2.com
Common Room
The whitebox answer to 6sense’s black-box problem. Reps see the actual signal that triggered the alert, not just a score — directly addressing the #1 critique of enterprise ABM platforms. Wins on community-signal coverage (Slack, Reddit, GitHub, LinkedIn, Discord), explicit naming by Crissy Saunders and Kaylee Edmondson as the preferred signal-harvesting layer, and PLG/dev-tools fit. Loses on focus — ‘good for community insights but not focused enough for pure sales use cases’ — lower review density vs enterprise platforms, and enterprise-y contract opacity.
Positive themes
- Great for tracking public community signals (Slack, Reddit, GitHub, LinkedIn, Discord)
- Named explicitly by Saunders and Edmondson as the preferred signal harvesting layer
- Non-black-box — you can see the actual signal that triggered the alert
- Directly addresses the #1 complaint about 6sense (explainability)
Who it's good for: PLG and community-led B2B SaaS (DevTools, infra, API products), teams selling to developers or technical buyers, orgs that want whitebox intent signals.
Critical themes
- "Good for community insights but not focused enough for pure sales use cases"
- Lower review volume on G2 vs enterprise platforms suggests smaller install base
- Pricing not always transparent; similar "enterprise-y" contract structure
Who it's NOT for: Pure outbound sales teams chasing cold enterprise accounts with no community presence. Companies selling to non-technical buyers who don't participate in public communities.
"Signals — you can use tools like Clay, Common Room, Pocus, or even ZoomInfo to harvest these signals."
— Crissy Saunders, Cooking Up GTM (Feb 2026) · cookingupgtm.substack.com
"As with any platform that aggregates massive amounts of unstructured data, there is an initial phase of tuning and refinement required to ensure the signal-to-noise ratio is high. Achieving that perfect, clean view of our community took some dedicated effort from our team."
— G2 reviewer (4.0/5), Co-Founder & CEO, 51-1000 emp. (Nov 2025) · g2.com
Mutiny
Mid-market website personalization — the no-code visual editor + AI-content + reverse-IP matching combo that marketers without dev resources love when traffic is high enough. Wins on clear ROI for companies with 50K+ monthly visitors that convert poorly, and on a marketing-led footprint that doesn’t require RevOps. Loses on scope (website personalization isn’t a GTM fix), efficacy that collapses on low-traffic sites, and the same cookie/IP depreciation hitting 6sense is hitting Mutiny’s core premise. The brand has narrowed from category-definer (2022-2023) to point solution.
Positive themes
- No-code visual editor loved by marketers without dev resources
- AI content generation plus reverse IP matching for personalized headlines, CTAs, case studies
- Clear ROI for companies with decent inbound traffic that converts poorly
Who it's good for: Mid-market B2B SaaS with 50K+ monthly website visitors, strong inbound motion, clearly segmented ICP. Marketing-owned website funnel.
Critical themes
- Limited to website personalization — doesn't solve the broader ABM problem
- Pricing is mid-market; real deployments are $2K+/mo
- Efficacy depends heavily on traffic volume — low-traffic B2B sites don't see lift
- Core premise (reverse-IP personalization) disrupted by same cookie/IP depreciation trends hitting 6sense
Who it's NOT for: Low-traffic sites. Teams expecting Mutiny to fix outbound. Companies with firmographic ICP so narrow that personalization segments have <1K visitors/mo.
"Helps B2B companies convert more website visitors by showing relevant messaging to each account." — representative TrustRadius / G2 sentiment. Direct critical Reddit data for Mutiny is thin; most criticism is indirect (the unbundling-class practitioners bucket website personalization as "nice-to-have, not a GTM fix").
Limited public practitioner data: Mutiny isn't generating the volume of organic Reddit discussion it did in 2022-2023. Sentiment is mostly positive but the brand has narrowed into a niche point solution rather than a category definer. We're tracking this.
Terminus (now merged into RollWorks/AdRoll)
Effectively a ghost product in 2026. Per Mike Harty’s Nov 2025 reporting, Terminus has merged into the AdRoll/RollWorks org — if you’re evaluating Terminus, you’re really evaluating RollWorks. The standalone practitioner community is gone. Most former Terminus customers either consolidated to RollWorks (same company) or moved down to StackAdapt/Influ2 for cheaper account-based display.
Historical positive (pre-merger)
- Strong mid-market advertising
- Well-liked Measurement Studio
- Solid account-based display execution for $50M-$200M ARR orgs
Critical themes
- Account identification consistently flagged as weaker than 6sense or Demandbase
- Platform lost momentum post-acquisition
- No standalone Terminus practitioner community left in 2026
- Most customers went to RollWorks (same company now) or down to StackAdapt/Influ2
Limited public practitioner data: Treat Terminus as a "ghost product" in 2026 analysis — the brand effectively no longer exists as a separate category player. If you're evaluating, you're really evaluating RollWorks. We're tracking this.
"If trying to use this tool as a simple A/B testing tool with a WYSIWYG editor, there are some small functions it doesn't do like adding new sections or moving sections on the page."
— G2 reviewer (4.5/5), (role hidden), 51-1000 emp. (Apr 2022) · g2.com
Foundry (ABM Intelligence / Triblio legacy)
Effectively invisible in the 2025-2026 ABM conversation. Wins on a one-roof multi-channel ABM execution that mid-market teams sometimes pick as a lighter 6sense/Demandbase alternative. Loses on near-zero organic Reddit discussion in 2025-2026 — itself a signal of declining relevance — and absence from every 2026 practitioner-class roundup (Schoenfeld, Edmondson, Saunders, Harty all skip Foundry). Legacy branding (formerly IDG / Triblio) compounds the discoverability gap.
Positive themes
- Unifies inbound, outbound, and sales plays under one roof
- Multi-channel ABM execution plus intent and engagement signals
- Works for mid-market teams wanting a lighter alternative to 6sense or Demandbase
Critical themes
- Almost zero organic Reddit discussion in 2025-2026 — itself a signal of declining relevance
- Legacy branding (formerly IDG/Triblio) creates confusion
- Not named by any of the 2026 practitioner class (Schoenfeld, Edmondson, Saunders, Harty)
Limited public practitioner data: Foundry is effectively invisible in the 2025-2026 ABM conversation on Reddit, Substack, and LinkedIn. Ratings come from third-party aggregators with small sample sizes — treat with caution. We're tracking this.
Further reading on 42/
The argument behind the sentiment
Three essays that shape how 42 Agency thinks about ABM, intent, and what the stack around them has to look like to actually work.
Keep reading
6sense vs Demandbase vs RollWorks
Head-to-head pricing, intent-data quality, and fit by company stage. Our decision framework.
ABM Enrichment Playbook
How to build buying-committee enrichment with Clay + HubSpot. Point-solution stack over ABM platforms.
Intent Signals Playbook
First-party + third-party intent taxonomy, vendor comparison, intent-to-action sequences.
Methodology: Sentiment synthesized from Reddit threads (r/B2Bmarketing, r/sales, r/marketing, r/ABM, r/gtmengineering), LinkedIn posts, Substack essays (PeerSignal, Looped In, Cooking Up GTM, B2B Stack), G2, and TrustRadius. Updated April 17, 2026. Not affiliated with any vendor listed. Every quote links to its original source; "thin data" vendors are labeled honestly rather than padded with vendor marketing copy.