Consumer agents as a potential tailwind for vertical software: Consumer AI agents could reduce transaction friction and create demand tailwinds for selected vertical-software vendors.

Overview

Morgan Stanley examines whether task-completing consumer AI agents could become a demand catalyst for vertical software. It highlights ServiceTitan, CCC Intelligent Solutions and Via as the most directly exposed names, but presents the analysis as a logical, long-term framework rather than evidence of current impact.

Core views

The report argues that consumer agents such as Meta's Muse and the private Instinct could narrow the gap between a consumer's intent and a completed transaction. Unlike question-answering tools, these agents can navigate websites, fill forms, book travel, assist with bill negotiations and, in limited mid-September rollouts, make outbound calls to businesses. Morgan Stanley sees adoption as very early and explicitly says it has not observed any impact on the identified companies; the exercise instead considers where the transaction-friction mechanism could matter most over time. For ServiceTitan (TTAN), the proposed benefit is more local-services demand. An agent could identify an available HVAC technician, compare providers by price and reviews, and book the work without the consumer conducting searches or calls. Because local services remain fragmented, reducing the inconvenience of addressing residential issues could produce incremental jobs for ServiceTitan customers. More jobs would translate directly into higher gross transaction value (GTV). Morgan Stanley rates TTAN Overweight with a $92 price target. For CCC Intelligent Solutions (CCC), the key channel is incremental insurance-claims volume. Morgan Stanley reasons that some low- and mid-severity accidents are not reported because consumers are uncertain whether a claim is worthwhile or do not want to navigate the process. Agents could be most relevant where filing is economically rational but friction or uncertainty prevents it. Bringing even part of this currently unreported activity into the claims process would add claims volume through CCC's network. The report rates CCC Overweight with a $9 price target. For Via Transportation (VIA), agents could improve discovery and comparison of transportation options based on price, travel time and convenience. A consumer agent may surface a Via-powered microtransit or public-transit option that users would not otherwise know to search for, particularly versus familiar services such as Uber, Lyft or Google Maps. Morgan Stanley notes that Via's revenue is generally tied to vehicles and vehicle-hours rather than rides, so higher ridership is not a direct revenue conversion. The proposed longer chain is that better utilization could prompt local governments to add vehicles, extend hours, expand service coverage and ultimately spend more with Via. Via is rated Overweight with a $33 price target. The supporting valuation material uses long-range cash-flow assumptions and peer-relative multiples. One framework cites 18x CY27 unlevered FCF of $380 million, compared with roughly 15x EV/FCF for the SMID software mean and 20x for vertical software. Other disclosed frameworks discount 2035e FCF at 11.1% using a 20x base-case multiple, and at 11.8% using a 12.3x multiple. The report's cited upside drivers include emerging-solutions ramps, product innovation, insurance-segment expansion, market and trade expansion, AI-enabled product attachment, new verticals and international expansion. Downside risks include slowing customer growth, weaker net retention, competition or M&A limiting margin expansion, commercial-expansion challenges, residential-market penetration ceilings, weak adoption of Pro products, low-margin service mix, and uneven RFP-driven customer additions.

Analysis framework

Morgan Stanley starts with the capabilities of consumer agents, then traces how lower search, comparison and booking friction could affect transaction volumes for each company. It distinguishes direct transaction exposure from indirect revenue transmission and supplements the thesis with long-term discounted cash-flow and peer-multiple valuation references.

Methodology notes

• Industry AnalysisUpstream-Midstream-Downstream Transmission

  Transaction-friction transmission from consumer agents to local-service jobs, insurance claims, transit usage and vendor revenue.

  The report follows how agent-assisted consumer actions could increase activity for customers or networks before affecting each software provider's economic model.

• Valuation methodsFCFF/FCFE Free Cash Flow

  Long-term free-cash-flow valuation discounted at stated rates and assessed against software valuation multiples.

  The report references 2035e FCF discounted at 11.1% or 11.8%, together with EV/FCF, EV/revenue and EV/gross-profit comparisons.

Asset mapping & comparison

Structured mapping from thesis to named assets (strengths, weaknesses, peers, risks).

• ServiceTitan (TTAN)

  Potential beneficiary of agent-driven local-service discovery and booking.

  Strengths

  More completed jobs for customers could directly increase GTV.

  Weaknesses

  Commercial expansion may prove challenging and residential-trade penetration could reach a ceiling.

  Risks

  R&D spending may not materially improve Pro-product adoption.

• CCC Intelligent Solutions (CCC)

  Potential beneficiary if agents increase reporting of economically rational but currently unreported insurance claims.

  Strengths

  Incremental claims could flow through CCC's network.

  Weaknesses

  Customer growth could slow and net retention could weaken on cross-sell and upsell headwinds.

  Comparison

  18x CY27 uFCF versus about 15x for the SMID software mean and 20x for vertical software.

  Risks

  Competition and M&A could require investment and constrain margin expansion; a private-equity owner could become a more active seller.

• Via Transportation (VIA)

  Potential beneficiary from better discovery of Via-powered microtransit and public-transit options.

  Strengths

  Higher ridership could support more vehicles, service hours, coverage and local-government spending.

  Weaknesses

  Revenue is generally linked to vehicles and vehicle-hours, not directly to rides.

  Comparison

  The disclosed framework implies 9x CY27e gross profit, a slight discount to the SMID software average.

  Risks

  A high mix of low-margin services could pressure gross margin, and RFP seasonality and lumpiness could affect customer-addition timing.

Key data

• ServiceTitan rating and price targetOverweight; $92 PTMorgan Stanley's stated rating and target.
• CCC rating and price targetOverweight; $9 PTMorgan Stanley's stated rating and target.
• Via rating and price targetOverweight; $33 PTMorgan Stanley's stated rating and target.
• Referenced CY27 unlevered FCF$380 million at 18x CY27 uFCFCompared with approximately 15x EV/FCF for the SMID software mean and 20x for vertical software.
• Long-term valuation assumptions20x 2035e FCF discounted at 11.1%; 12.3x 2035e FCF discounted at 11.8%Disclosed base-case valuation frameworks.

Impact & implications

The report identifies consumer-agent adoption as a potential demand catalyst for selected vertical-software businesses, but its implications differ by business model: ServiceTitan has a direct GTV linkage, CCC could see more network claims, and Via would depend on utilization leading to higher government service commitments.

Risks

• Consumer agents are at an early adoption stage, and Morgan Stanley has not observed evidence of an impact on the highlighted companies.
• CCC faces risks from slower customer growth, lower net retention, greater competition, M&A-related margin pressure and potential selling by its private-equity owner.
• ServiceTitan faces risks from difficult commercial expansion, residential-market saturation and insufficient Pro-product adoption.
• Via faces risks from low-margin service mix and uneven RFP-driven customer additions.

What to watch

• Whether consumer agents gain adoption and begin completing consumer transactions at scale.
• Whether ServiceTitan customers experience higher local-services job volumes and GTV.
• Whether agents increase the rate at which lower- and mid-severity accidents enter the insurance claims process.
• Whether improved microtransit discovery raises Via ridership and leads local governments to expand vehicles, hours or service coverage.