Snapshot

Vertical AI SaaS companies sell cloud subscriptions that embed AI into a single industry's workflows — life-sciences CRM & clinical trials (Veeva), public-sector ERP & courts (Tyler), construction project management (Procore), and voice-AI agents for restaurants, autos & enterprise call centers (SoundHound). The four generated a combined ~$7.0B in trailing-twelve-month revenue as of mid-2026, roughly 85–90% subscription or recurring, at a combined equity market cap of ~$54.9B.

The four companies sell subscriptions into verticals that collectively spend >$50B/yr on industry-specific software. Combined contracted backlog (deferred revenue + RPO where disclosed) exceeds $3B for Veeva and Procore alone, locking in 1–3 years of future cash. Three carry net cash balance sheets; SoundHound is FCF-negative.

The product & how money is made

Veeva Systems (VEEV) — Life Sciences Cloud

Veeva sells two product families to pharmaceutical and biotech companies. Commercial Solutions ($1.26B FY2026 subscription revenue) includes Veeva CRM, which 15 of the top 20 biopharma firms use to manage sales reps, and Vault PromoMats for regulatory-compliant marketing content. R&D and Quality Solutions ($1.43B FY2026 subscription revenue) includes Vault Clinical for managing clinical-trial documents submitted to the FDA, Vault Quality for manufacturing compliance, and CDMS (clinical data management). Revenue arrives as annual or multi-year subscription fees, typically billed in advance; Veeva also earns ~$511M/yr in professional services (implementation). Customers pay per-user and per-module license fees — the average top-20 pharma customer uses 7+ Vault applications.

Veeva FY2026 10-K press release (Mar 2026); Veeva Investor Day 2024.

Tyler Technologies (TYL) — Public-Sector ERP & Courts

Tyler sells cloud-based ERP (financial management, payroll, HR), courts & justice case management, public safety/911, property appraisal, and school administration software to U.S. state and local governments. Revenue splits into SaaS subscriptions (growing ~20% YoY), maintenance on legacy on-premise installs (declining as clients migrate), and transaction-based fees (e-filing, payments). In CY2025, 87% of Tyler's $2.33B revenue was recurring. ARR hit $2.1B. Government clients sign multi-year contracts; switching costs are extreme because Tyler replaces core financial and records systems.

Tyler Q4 2025 earnings release (Feb 2026); 2026 guidance press release.

Procore Technologies (PCOR) — Construction Management

Procore sells a cloud platform managing the construction lifecycle: preconstruction bidding, project management, financials, workforce management, and safety/quality/compliance. Revenue is subscription-based (~80% gross margin, GAAP) and priced on construction volume under management. Procore had 17,850 customers at year-end 2025, including 115 paying >$1M ARR (+34% YoY). 78% of ARR comes from customers using 4+ products. Net revenue retention is 106%.

Procore Q4 2025 earnings release (Feb 2026).

SoundHound AI (SOUN) — Voice AI Agents

SoundHound builds conversational voice-AI agents that answer phone calls, take drive-through orders, and handle customer-service queries for restaurants (Panda Express, IHOP), automotive OEMs (Stellantis, Hyundai), and enterprise contact centers (BNP Paribas). Revenue comes from per-query or per-seat subscription fees. SoundHound acquired SYNQ3 (restaurant voice ordering, 2023) and Amelia (enterprise conversational AI, 2024) to expand verticals. CY2025 revenue was $169M (+99% YoY), though much of the growth came from acquired revenue. SoundHound is also acquiring LivePerson (expected H2 2026), which would add ~$100M in annual revenue est..

SoundHound Q4 2025 & Q1 2026 earnings releases.

Demand

Contracted (in backlog or deferred revenue)

Forecast (directional, not contracted)

• Veeva targets a $6B revenue run-rate by 2030 (per CFO Brian Van Wagener, Mar 2026), implying ~13% CAGR from FY2026's $3.2B. Company-estimated TAM is ~$20B, of which Veeva has captured ~16%. Remaining whitespace: R&D applications in smaller pharma, expansion into cosmetics and consumer goods.
• Tyler guides CY2026 SaaS revenue growth of 20.5–22.5%, driven by on-premise-to-cloud migrations among ~12,000 existing government clients. Tyler is the sole Leader in Gartner's 2025 Magic Quadrant for Cloud ERP for U.S. Local Government. AI Resident Assistant (AI copilot for government workers) is live in six states est.. U.S. state & local government software TAM: ~$18–20B est..
• Procore guides CY2026 revenue of ~$1.49B (+13%), with non-GAAP operating margin expanding to 17.5–18% (from 14% in CY2025) and FCF margin to 19%. Acquired Datagrid (data integration for construction AI). Construction management software TAM: ~$13–15B globally est..
• SoundHound targets CY2027 revenue of $350–400M (including ~$100M from LivePerson est.), implying ~55–65% growth from CY2026 midpoint. Launched OASYS, a unified agentic AI platform, in Q1 2026.

Supply

What constrains supply (or doesn't)

• Domain expertise as bottleneck. Building FDA-compliant clinical-trial software, court-case-management systems, or construction-finance platforms requires years of regulatory knowledge and customer co-development. Generic AI tools cannot replicate Veeva's 21 CFR Part 11 compliance infrastructure or Tyler's integrations with 50 state judicial systems overnight.
• Switching costs are structural. Veeva is the system of record for clinical submissions to the FDA — switching mid-trial is effectively impossible. Tyler's government clients run payroll, tax collection, and court records on its platform; RFP-to-deploy cycles last 12–24 months. Procore is the collaboration hub connecting GCs, subcontractors, and owners on a single project.
• SoundHound faces lower switching costs. Voice-AI agents can be swapped between vendors in weeks. Competitors include Google CCAI, Amazon Connect, and Nuance (Microsoft). SoundHound's advantage is its proprietary Polaris speech model and pre-built restaurant/auto integrations.
• No physical capacity constraint. Pure software businesses. Marginal cost of adding a customer is near zero once the platform exists. Supply scales with engineering headcount and cloud infrastructure spend.

AI as supply-side amplifier

All four are embedding AI to increase per-customer value. Veeva uses AI for clinical-trial protocol optimization and adverse-event detection. Tyler's AI Resident Assistant drafts government documents and answers citizen queries. Procore uses AI for construction document search, RFI auto-routing, and safety-incident prediction. SoundHound's entire product is AI — the question is whether better foundation models from OpenAI/Google make its proprietary models redundant or whether vertical integration (voice + ordering + payments) sustains differentiation.

The gap

*SOUN midpoint of $225–260M guidance. **SoundHound's $140B TAM claim covers the entire global conversational AI market; the accessible slice — voice ordering + auto + enterprise contact centers — is far smaller.

Veeva and Tyler can charge incremental fees for AI features layered onto existing subscriptions — their customers have no alternative vendor with equivalent domain coverage. Procore prices on construction volume, which is macro-sensitive (U.S. construction starts were flat in CY2025). SoundHound's per-query economics improve with scale but face deflationary pressure as generic LLM inference costs fall ~10x every 18 months est..

The players

The price of exposure

Veeva's $6.5B cash pile (22% of market cap) means $23B effective EV for $1.4B annual FCF growing ~13% — adjusted FCF yield ~6%. Tyler: 19x FCF, ~9% growth, ~97% gross retention est.. Procore non-GAAP operating margins inflected from -1% (Q4 2024) to +15% (Q4 2025); guided FCF margin 19% in CY2026, implying ~$283M FCF and ~26x CY2026E FCF at $7.5B EV. SoundHound: 20x trailing revenue, negative FCF, 49% SBC/revenue; priced on revenue trajectory (~$243M CY2026, ~$375M CY2027 est.). At CY2027 midpoint, EV/fwd revenue compresses to ~9.6x if acquisition-driven growth materializes.

What to deep-dive next

• VEEV: FY2027 subscription revenue split between Commercial and R&D Solutions — R&D grew 21% in FY2026 vs. Commercial's 14%. Vault CDMS competitive displacement pipeline against Medidata. $6B run-rate 2030 target vs. historical sub-revenue CAGR.
• TYL: On-prem-to-SaaS migration runway — fraction of ~12,000 government clients still on-premise and annual conversion rate. Pending For The Record (court transcription) acquisition size and accretion. Texas contract headwind depressing CY2026 growth by ~2pp.
• PCOR: Construction-volume sensitivity — Procore prices on project size, so a residential/commercial downturn compresses revenue per customer. New-logo additions (227 net new in Q4) — decelerating? SBC at 23% of revenue (17% ex-CEO transition).
• SOUN: Organic vs. acquisition-driven revenue growth — of 99% YoY growth in CY2025, what fraction came from SYNQ3 and Amelia? LivePerson revenue base trajectory (growing or shrinking?). Fully diluted share count trajectory given 49% SBC/revenue. Q1 2026 non-GAAP gross margin drop to 50% (vs. 60% in Q4 2025) on a vendor true-up.

Sources & confidence

Market cap and valuation multiples from StockAnalysis.com, Jun 2, 2026. TAM estimates for Tyler (~$18–20B) and Procore (~$13–15B) are industry-analyst ranges, not company-disclosed figures est..