INVESTMENT + OPERATING PARTNERSHIP

One platform. A business for every industry it serves.

Cawly builds AI phone agents that understand the businesses they answer for. We're starting with plumbers and building the distribution engine to bring the same foundation into new markets.

Technology built by a technical founder. Commercial scale led by an experienced operating partner.

Private investor overview | November 2026 | Grospot LLC

Explore the opportunity

THE PROBLEM

When a small business misses a call, the customer often keeps looking.

Customers call when a pipe breaks, a car will not start, or they need an appointment. Small teams cannot answer every call while doing the work.

Unpredictable demand

Incoming calls arrive during jobs, after hours, and when staff are already busy.

Expensive coverage

Full-time staffing or outsourced answering creates cost and consistency tradeoffs.

Missing business context

A generic answering bot cannot reliably follow a company's own services, pricing policies, and handoff rules.

The opportunity is not simply to answer the phone. It is to handle the first customer interaction well.

THE PRODUCT

An AI answering experience built around the business.

Cawly answers in the company's voice, uses its business knowledge, captures the reason for the call, and helps route the next step.

1. Answer

Greet callers promptly with a business-specific experience.
2. Understand

Use services, hours, locations, policies, and pricing guidance from InfiniQuestion.
3. Act

Qualify the request, capture details, and transfer or hand off when appropriate; integrations determine any booking action.
4. Improve

Summaries and call reviews help the business tune its customer experience.

Phone-first today; adjacent channels and integrations depend on the customer's plan and configuration.

BUILT, NOT JUST PLANNED

The core platform and the acquisition machinery already exist.

The next challenge is operational: turn product capabilities and early prospect interest into measured, repeatable paid adoption.

Voice infrastructure

Telephony, streaming speech, model orchestration, transfers, and call summaries.

Business knowledge

InfiniQuestion organizes answers, policies, services, and business-specific behavior.

Growth systems

Lead discovery, personalized demos, outbound dialer, email sequences, social links, and follow-up workflows.

Customer experience

Web onboarding, call flows, and companion mobile apps built; store release and onboarding polish remain execution priorities.

DISTRIBUTION ADVANTAGE

The sales team starts with tools, not a blank spreadsheet.

Cawly's internal systems are designed to make one well-researched, relevant interaction easier to repeat across thousands of prospects.

Find

Identify service businesses and relevant decision-makers.
Personalize

Prepare a business-specific demo and context for outreach.
Reach

Coordinate calls, email, and carefully targeted social outreach.
Activate

Move interested businesses into a low-friction trial and number/forwarding setup.
Learn

Use conversion data and call feedback to improve messaging and the product.

Automation handles preparation and coordination. People build trust, close sales, and learn from customers.

FIRST BEACHHEAD: PLUMBERCAWLY

Start with one trade. Earn the right to expand.

Plumbers are a focused initial market: calls can be time-sensitive, teams work in the field, and business owners need simple setup more than another complicated software suite.

Specific value

Capture service requests when the owner or dispatcher cannot answer.

Specific language

Plumbing-service terminology, emergency escalation, service-area rules, and call qualification.

Specific distribution

Company research, tailored demos, outbound follow-up, and a simple activation path.

10,000

long-term paying PlumberCawly customer ambition

Strategic target, not an existing customer count, near-term forecast, or promise.

THE PLATFORM MODEL

Industry-specific brands. One shared technical foundation.

Every vertical needs its own vocabulary, workflows, positioning, and trusted distribution. It does not need a new voice engine, billing system, or telephony backbone.

Shared foundation

voice and telephony
business knowledge and tools
onboarding and billing
call data and quality
acquisition operations
engineering and security

Per vertical

industry brand
specialized knowledge
vertical-specific workflows
sales scripts and channel mix
specialized integrations

Conceptual tower depicting multiple Cawly industry brands sharing infrastructure. — The tower is a visual metaphor for a shared platform supporting distinct industry brands—not a real-estate project or a claim that thirty brands exist today.

THREE EXPANSION CANDIDATES

Diversify the customer base without rebuilding the platform.

Plumbers remain the priority. After the acquisition model is validated, three candidate markets offer different demand drivers and useful product reuse.

Why: Highly reusable field-service sales motion; seasonal heating and cooling demand plus ongoing repair and maintenance calls.

Reuse: Emergency routing, service areas, dispatch handoffs, and owner-operated service-business onboarding.

Correlated with home-service conditions, so this is the fastest adjacency rather than the main diversification hedge.

Why: A different operating category with ongoing vehicle-service needs, appointment inquiries, and high inbound call volume at independent shops.

Reuse: Service catalogs, operating hours, intake, callbacks, and shop-specific handoffs.

Start with independent repair shops, not dealerships or complex enterprise dealer-management integrations.

Why: Higher-value inquiries and a different buyer/economic cycle than local repair trades.

Reuse: Structured intake, routing, consultation requests, and firm-specific knowledge.

Limit to intake and administrative routing; no legal advice. Add confidentiality, privilege, disclosure, and practice-rule reviews before launch.

HealthCawly, DentalCawly, VacationCawly, and other industry brands remain research options—not funded launch commitments. Healthcare requires a dedicated privacy/compliance path; travel is more cyclical.

BUSINESS MODEL

Recurring subscriptions, priced for businesses of different sizes.

A low-friction entry plan encourages adoption; higher-usage plans support live customer operations and dedicated sales attention.

Plan	Price	Includes	Motion
Free	$0	10 voice minutes/month	Self-service sampling
Basic	$29	Entry subscription	Mostly self-service
Starter	$99	Core small-business offer	Outbound-eligible subject to unit economics
Growth	$299	Higher-volume operations	Sales-assisted
Pro	$799	Advanced usage and capabilities	Sales-assisted
Enterprise	Custom	Custom	Managed

Carry forward the source deck's stated list pricing, but confirm live pricing, minute allowances, product inclusions, and plan availability before publishing.
Free minutes and $29 plans need cost and abuse controls; do not pay high-touch outbound CAC for every low-tier account.
Gross margin must be modeled from paid minutes, phone numbers, cloud inference, telephony, onboarding and support—not assumed.

THE MISSING PIECE

Match a technical founder with an operator who can build a revenue organization.

Product and automation stay founder-led. Hiring, coaching, sales performance, and day-to-day commercial execution become an accountable operating function.

Technical founder

Existing founder

AI voice quality and latency
product roadmap
automation and conversion infrastructure
technical strategy and security

Operating partner

Seeking

recruitment and performance management
revenue planning and reporting
customer acquisition execution
budget and operational accountability

Three sales representatives

Phase 1 target

personalized outreach
demo follow-ups
closing and onboarding handoffs
structured objection capture

Marketing manager

Phase 1 target

vertical messaging and content
lead campaigns and outbound coordination
conversion testing
attribution and reporting

The operator must be a player-coach at first—not an executive hired to supervise an unproven sales process.

PHASE 01 | LAUNCH THE OPERATING STUDIO

A small office. A focused team. A measurable sales system.

Establish a lean San Fernando Valley base while keeping production cloud-first. Hire and train toward three salespeople and one marketing manager, led by the operating partner.

Initial 0–6 months, subject to funding and hiring pace

Office

San Fernando Valley · rent target $1,200/mo

Target budget only; confirm actual lease, deposit, utilities, insurance, suitability, and employment jurisdiction.

Staffing

Operating partner 1, sales reps target 3, marketing 1

Hire operator or player-coach and establish a dashboard
Onboard first representative; validate demos and onboarding
Add second and third representatives as pipeline and conversion prove out
Bring marketing manager into full campaign ownership

Infrastructure

Cloud-hosted production services with redundancy, monitoring, and controlled spending.
Existing GPUs used as a development/test bench for voice latency, quality, and cost optimization—not a single point of failure in production.
Measure cost per call, inference latency, quality, and reliability before any hardware expansion.

Milestones

Initial repeatable sales script and onboarding checklist
25 paying plumbing customers as an early validation checkpoint
100 paying plumbing customers as the next operating target
Baseline CAC, activation, gross margin and first-cohort retention reports

First 90 days

Days 1–30

Finalize the sales pitch, commission rules, objection taxonomy and call review process
Verify live demos, call forwarding and onboarding experience end-to-end
Track every prospect from sourced lead through activated paying customer
Select a suitable office at or below the $1,200 monthly rent target only if the lease terms make sense

Days 31–60

Run the first salesperson through daily call coaching and measurable paid conversion goals
Launch two acquisition channels in controlled tests: personalized outbound and referrals/direct mail
Publish first plumber case-study style proof only with customer permission and confirmed outcomes
Recruit second and third reps toward the Phase 1 staffing target once initial quality standards hold

Days 61–90

Establish a weekly operating scorecard and sales forecast based on real stage conversion
Give the marketing manager ownership of creative testing, lead generation and attribution
Document the repeatable sales and onboarding playbook
Hold a go/no-go review on increasing outreach and hiring spend

Gate: Do not scale spend or headcount simply because dials or demo requests are increasing; require paid activation evidence.

PHASE 02 | PROVE AND SCALE PLUMBERCAWLY

Turn early wins into a repeatable acquisition engine.

Optimize the economics of one vertical before aggressively multiplying brands. Move from founder-assisted deals to a documented process that new salespeople can reproduce.

Scale phase; duration determined by retention and acquisition economics

Sales

Build territory/segment queues, call coaching, lead scoring, follow-up cadence, and clear conversion accountability.

Marketing

Run targeted content, referrals, search, social, direct mail, and personalized demos; double down only where attributable CAC works.

Onboarding

Minimize friction in number selection, call forwarding, business-knowledge setup, first test call, and activation.

Product reliability

Continuously measure call completion, fallback/handoff success, cost per handled minute, and customer-reported outcomes.

100Early paid proof and cohort learning
500Sales process and retention under a larger sample
1,000Distribution diversification and team scaling
10,000Long-term PlumberCawly north star, not a committed timeline

New representatives can reach comparable results after a defined training period, without constant founder intervention.
Paying customers activate and remain satisfied after the first billing cycle.
Net subscription revenue minus incremental voice, telephony and support costs creates room for sustainable acquisition.

Gate: Expand only when retained contribution margin, channel-specific payback, call quality, and customer support capacity support it.

PHASE 03 | REPEAT IN NEW MARKETS

Three additional brands. No second infrastructure stack.

Once PlumberCawly is sustainably scalable—and with 10,000 paying plumbers as the ambition—use the same platform to launch adjacent and diversified vertical businesses sequentially.

HVACCawly — Fastest operational reuse and related buyer language.
CarCawly — Different category with independent service and maintenance demand.
LegalCawly — Higher-value professional intake, launched only after legal/compliance review.

Shared operations

core voice engine · knowledge builder · telephony and billing · demo generation · sales operations tooling · quality monitoring

Vertical-specific

brand and website · industry ontology and answers · specialized scripts · integrations · sales management targets · compliance controls

Gate: Research and small pilots may begin earlier; full rollouts follow evidence that plumber growth is not being sacrificed.

PHASE 04 | PLATFORM SCALE

Build regional infrastructure only when usage justifies it.

A multi-vertical communications business may eventually benefit from regional operations and specialized low-latency compute. Those investments should be earned by customers and proven unit economics.

Cloud-first production; local GPU development where it is cheaper and safer.

Regional sales and support

Open hubs when geography, staffing and account density improve service or acquisition.

Hybrid inference

Introduce dedicated and regional compute only after a measured cost, latency, reliability, and privacy case.

Broader brand portfolio

Explore new industries through disciplined research, pilots, and repeatable launch templates.

A purpose-built campus, a thirty-brand tower, and a private inter-office wireless backbone are imaginative long-term options, not current capex commitments or a $500M financing ask.

ILLUSTRATIVE SCALE ECONOMICS

Subscription economics become meaningful at scale.

A simple customer-count illustration makes the opportunity tangible. These are arithmetic scenarios—not signed contracts, ARR forecasts, or margin estimates.

Every example account pays $99/month for a full month; actual plan mix, churn, discounts, taxes and usage fees may differ.

Scale	Monthly	Annualized
100 customers	$9,900/mo	$118,800/yr
1,000 customers	$99,000/mo	$1,188,000/yr
10,000 customers	$990,000/mo	$11,880,000/yr

Model inputs:
blended revenue per paying account
variable voice/telephony cost
support cost
gross retention and churn
sales CAC and payback

ILLUSTRATIVE CAPITAL PLAN

Fund the revenue engine, not an expensive headquarters.

Working discussion: approximately $500,000 of growth capital, paired with a hands-on operating partner. Final amount, dilution, structure, and any founder liquidity must be separately negotiated.

Working discussion: $500,000

Staged sales and marketing hiring, payroll burden, operating management, and lean overhead.

Prospect data, direct mail, selected paid tests, content production, and controlled experiments.

Production workloads, usage testing, telemetry, and reliability improvements.

Runway buffer, setup costs, compliance, and working capital.

At $35K–$50K gross spend per month, $500K is roughly 10–14 months before setup costs and offsetting revenue. Use an actual bottoms-up cash-flow model before sharing as an investment offer; longer runway may require staged hiring, revenue, or more capital.

Illustrative gross spend: $35,000–$50,000/month

$1,200/month target office rent; avoid on-prem production-server buildout during Phase 1.

Do not publish without approval:
A fixed 50% equity ask
An implied valuation
An undisclosed founder bonus or secondary sale
Claims of 18+ months of runway without an approved model

Use fully loaded employment costs and commissioned salesperson economics, not base wages alone.
Budget operator and founder compensation deliberately, rather than hiding it outside the runway model.
For a Los Angeles City workplace, confirm the currently applicable local wage floor and employment obligations.

WHAT UNLOCKS THE NEXT STAGE

We scale from evidence, not from slide-deck milestones.

The operator and founder should review one scorecard each week and make expansion decisions against predefined gates.

Acquisition

Qualified conversations → demos → trials → paying customers; CAC by channel

Activation

Time to working call forwarding, first successful call, and first useful outcome

Customer value

Call handling quality, escalation success, support burden, and retention

Economics

Blended ARPA, gross margin after telephony/AI, churn, and payback

Reliability and trust

Uptime, latency, privacy controls, recording/AI disclosures, and sector readiness

Hiring expands only after a representative can reproduce acceptable paid conversions.
Advertising grows only when measured acquisition cost and payback are workable.
A second full vertical launches only when PlumberCawly is healthy enough to fund or support the focus shift.
Any material local compute deployment requires a demonstrated operating advantage.

BUILD THE NEXT STAGE

The platform is built. Let's build the company around it.

We're looking for an investor and operating partner who believes technical depth deserves equally strong commercial execution.

Starting with PlumberCawly. Scaling what works. Expanding with discipline.

Discuss a partnership