DigitalStone AI
Intelligence for operators founders agencies

Your AI automation
partner beyond just
consulting.

More than a consultancy. We design, build, and run AI systems that drive measurable outcomes — from intake agents to evaluation pipelines. We act as your in-house team to ship intelligence that works from day one.

Legal & Compliance Med Spa & Wellness Hospitality & Events Construction & Infra Gov & Defense Maritime & Ports
Square Twilio LangChain OpenAI Airtable n8n Eventbrite

We specialize in translating business problems into AI systems that actually run in production — combining strategy, engineering, and calm product instinct.

We drive your business
beyond limits.

Ready to scale? Let's talk
12+
Systems in production
Intake, eval, BI and inspection agents.
91%
Average eval faithfulness
Measured, not claimed.
6x
Avg first-month ROI
Across deployed client systems.
47s
Median AI response time
For intake and triage agents.

Our custom approach
ensures projects succeed.

More projects ›
Lead Capture

IntakeAI

Conversational intake agent that captures leads 24/7, qualifies them, and books the calendar — no dashboards required.

n8nGPT-4oTwilioAirtable
Evaluation

RAG-Eval

Retrieval quality benchmarking that catches hallucinations before go-live. Measures faithfulness, relevance, and drift.

LangChainRAGASChromaDB
Intelligence

BI-Agent

Plain-English weekly intelligence briefs delivered by SMS. Pattern detection without a dashboard login.

PythonSquare POSGPT-4o
Top-tier consultancy & timely delivery
Long-term partnerships built on trust
Quick onboarding, faster than new hires
Free diagnostic and flexible first engagement

Explore our winning deployments.

Successful lead campaigns

Conversational agents that convert high-quality leads around the clock. Measured, tuned, and tied to booking outcomes.

More info ›

Owner-focused BI briefs that identify the customers worth keeping — and the ones quietly costing you money.

Evaluation pipelines catch regressions before they hit production. Fewer apologies, more conversions.

Proprietary data turned into clear weekly answers, delivered to the one person who needs them.

Intake agents that qualify, score, and hand off — replacing forms, scripts, and inbox triage.

Client
Vertical
Result
Metric
Legal Services
Legal
34→91%
Faithfulness
Med Spa & Wellness
Wellness
+31%
Bookings
Events & Hospitality
Hospitality
+28%
Retention
Construction & Infra
Infra
5.4×
Speed gain
Maritime & Ports
Marine
100%
Audit cover

Get a reliable partner
that delivers intelligence
to real business problems.

Hire consultant ›
DigitalStone AI

DigitalStone AI drives
growth with innovation.

Our approach goes beyond dashboards. We design solutions that address every aspect of how intelligence meets your business — from planning and engineering to deployment and the quiet, continuous improvement that keeps systems sharp over time.

Services & skills

We build intelligence
that actually runs.

Six practice areas. One team. Every engagement is measured against production metrics — not demos, not decks, not chatbot screenshots.

01

AI automation systems

Production workflows that handle intake, triage, routing, and follow-up. We design, ship, and operate — not just advise.

  • Conversational intake agents
  • Lead qualification & scoring
  • CRM and calendar automation
  • SMS / email reactivation sequences
02

Retrieval & evaluation

RAG pipelines that are measured, not guessed. We catch hallucinations before they cost you a client.

  • RAG architecture design
  • Faithfulness & precision benchmarking
  • Chunking & embedding strategy
  • Continuous eval harnesses
03

Business intelligence agents

Proprietary data turned into plain-English weekly briefs for owners and operators who don't live in dashboards.

  • POS & CRM integrations
  • Pattern detection agents
  • SMS / email brief delivery
  • One-tap campaign triggers
04

Computer vision & inspection

Vision pipelines for drone, ROV, and inspection workflows. Structured reports, audit trails, and consistent output.

  • Defect classification models
  • Severity scoring frameworks
  • Automated PDF reporting
  • Government-grade audit trails
05

AI strategy consulting

Honest diagnosis. We'll tell you when intelligence is the wrong tool. Half our engagements start as a no.

  • Opportunity discovery
  • Vendor & model selection
  • Build vs buy roadmaps
  • Cost modeling & ROI design
06

Managed operations

We run what we build. Monitoring, evaluation, drift correction, and improvement — so your team can focus on the business.

  • System observability
  • Model drift monitoring
  • Scheduled retuning
  • Incident response

How we work

A calm process.
Five stages, each earns the next.

01

Diagnose

Free 45-minute session. We map the work, the data, and the outcome you actually care about. If AI is wrong for the job, we say so.

02

Design

A written system spec: stack, workflow, success metrics, and a realistic schedule. You sign off before a line of code is written.

03

Build

Two-week sprints with visible progress. You see the system working at the end of every sprint — not at the end of the engagement.

04

Ship

Production deployment with monitoring, eval harnesses, and a documented runbook. Your team can take it from here, or we can keep running it.

05

Operate

Optional managed operations. We watch the metrics, tune the system, and deliver a monthly intelligence brief.

Tools of the trade

The stack we reach for
when the job calls.

Languages
Python
TypeScript
SQL
AI platforms
OpenAI
Anthropic
Google Vertex
Orchestration
LangChain
LangGraph
n8n
Make
Vector & retrieval
Chroma
Pinecone
pgvector
RAGAS
Data
PostgreSQL
Airtable
Snowflake
BigQuery
Infra
GCP
AWS
Cloudflare Workers
Docker
Integrations
Twilio
Calendly
Square
Stripe
Slack
Vision
GPT-4V
Gemini Vision
OpenCV
ffmpeg

Bring us your
hardest problem.

Free 45-minute diagnostic. We'll tell you whether AI is the right tool before you spend a dollar.

Case studies

Systems shipped.
Measured in production.

Four recent engagements across legal, wellness, hospitality, and infrastructure. Each one is a live system — not a demo, not a deck.

Evaluation Framework Legal

RAG-Eval

Retrieval quality benchmarking system

Caught a 34% hallucination rate before go-live. Shipped at 91% faithfulness.

Read the deep dive ›
Lead Capture Wellness

IntakeAI

Client intake & reactivation system

24/7 conversational intake. 47-second median response, +31% bookings in month one.

Read the deep dive ›
Business Intelligence Hospitality

BI-Agent

Venue intelligence & owner brief system

Weekly 5-point brief by SMS. Replaced 3 hours of dashboard review with a text message.

Read the deep dive ›
Infrastructure Inspection Infrastructure

InspectAgent

AI-assisted infrastructure inspection

Drone/ROV footage classified in 1.4 hours. 100% critical defect detection in test set.

Read the deep dive ›
Evaluation FrameworkLegal

RAG-Eval

Retrieval quality benchmarking system

Client

Legal Services Firm

Mid-size personal injury law firm. Prior vendor delivered a chatbot with a 34% hallucination rate on factual case data. DigitalStone AI was brought in to evaluate and correct the pipeline before go-live.

Stack

PythonLangChainChromaDBOpenAI EmbeddingsRAGASn8n

Workflow

IngestionChunking A/BEmbedding evalRetrieval scoringFaithfulness checkReport

Results

34→91%
Faithfulness
88%
Retrieval precision
4.2%
Hallucination rate
3h
Time to evaluate

"We were about to go live with a system making up case details. DigitalStone AI caught it before it cost us a client relationship."

— Managing Partner, Legal Services Firm
Lead CaptureWellness

IntakeAI

Client intake & reactivation system

Client

Medical Spa & Wellness Clinic

Owner-operated medical spa with 3 providers. Processing appointment requests manually — losing 40% of after-hours inquiries to faster competitors.

Stack

n8nTwilioGPT-4oAirtableCalendly API

Workflow

InquiryAI intakeQualificationCRM entryAuto-bookFollow-up

Results

94%
After-hours capture
47s
Avg response time
+31%
Monthly bookings
$11.7k
Reactivation rev (m1)

"I used to lose so many people who messaged after hours. Now the system responds in under a minute and they're on the calendar before I wake up."

— Owner, Medical Spa & Wellness Clinic
Business IntelligenceHospitality

BI-Agent

Venue intelligence & owner brief system

Client

Independent Music Venue

280-capacity independent music venue running 4–6 events a week. No visibility into which events built loyal audiences vs one-time crowds. Booking decisions ran on instinct.

Stack

PythonSquare POSEventbriteGPT-4oTwilioAirtable

Workflow

POS pullTicket importCheck-in mergePattern agentBrief generationSMS

Results

+28%
Loyal guest retention
+$9
Revenue per head
3
Low-ROI events cut
5 hrs
Owner time saved / wk

"I thought DJ nights were my best nights because the room was full. Turns out I was filling the room with strangers who never came back. The data changed how I book."

— Owner, Independent Music Venue
Infrastructure InspectionInfrastructure

InspectAgent

AI-assisted infrastructure inspection

Client

Construction & Infrastructure Firm

Regional inspection firm on state and port authority infrastructure contracts. Manual review was 6–8 hours per structure with inconsistent output across inspectors.

Stack

PythonGPT-4VffmpegPostgreSQLLangChainn8n

Workflow

FootageFrame extractVision classifyDefect DBSeverityPDF report

Results

1.4h
Review per structure
91%
Classification match
100%
Report consistency
100%
Critical defects caught

"What used to take my best inspector a full day now takes ninety minutes — and the report is cleaner than anything we were producing manually."

— Operations Director, Construction & Infrastructure Firm

Think we could ship
something similar for you?

Contact

Tell us what
you're trying to automate.

First conversation is free, 45 minutes, no deck. We'll either see a fit or tell you who you should be talking to instead.

Start a project

Let's talk.

We reply within one business day. Everything you share stays between us.

Got it. We'll be in touch.

Expect a thoughtful reply from a human within one business day.

Browse case studies

Call or text

(858) 224-2855

Mon–Fri, 9am–6pm Pacific.

Office

San Diego, California

In-person meetings available by appointment.

Before you write

What makes a great first message

  • The one process you'd most like to hand to intelligence
  • A rough sense of budget and timing
  • Any previous AI attempts — what worked, what didn't