AI consultancy & engineering · est. 2023

The AI your operations actually run on.

We connect your data, automate your workflows, and engineer AI systems that actually run. Embedded in your stack. Monitored in production. Replaced if they ever break.

Framework / 01
YOUR DATA DECISIONS L1 L2 L3 L4 L5 foundation orchestration context reliability integration
02 — what's actually happening
two realities

Your data already
has the answers.
It's just trapped.

Your CRM. Your ERP. Your billing system. The support tool. The spreadsheets one person on your team maintains. Six places holding the answers to one question — and your team spends Monday morning piecing it together by hand.

Act 1 — today
disconnected
01 04
Act 1 · today

Your data is fragmented across systems.

  • ×Critical data scattered across six systems
  • ×Half your operational truth lives in spreadsheets
  • ×Decisions made on incomplete pictures
6
sources of truth
0
talking to each other
with thoughtscape

One integration layer. Every system connected.

  • Every system speaking to every other system
  • Even your spreadsheets become operational data
  • Decisions surfaced before you knew to ask
1
unified layer
5/5
systems connected
Act 2 · today

Your workflows are still run by hand.

5 human handoffs · 3–5 day cycle
  • ×Five steps, five chances to break
  • ×Days of cycle time for decisions that need minutes
  • ×Your best people doing what a system should
5
human handoffs
3–5d
cycle time
with thoughtscape

Automated, with one approval gate.

1 human checkpoint · minutes cycle
  • End-to-end automation, one approval gate
  • Cycle time collapses from days to minutes
  • 20+ hours/week back to your team
1
approval gate
20h+
back per week
× × × × × CRMERPBILLINGSUPPORTSPREADSHEETS CRMERPBILLINGSUPPORTSHEETS 3–5 DAYS PER CYCLE PULLPULL dataauto CLEANCLEAN in excelauto REVIEWANALYZE by teamauto DECIDEAPPROVE in meetingyou EXECUTEEXEC manuallyauto H H H H H CYCLE TIME · MINUTES
scroll to see the shift
the difference

AI isn't the answer. AI is what finally connects your data and runs your workflows — so your team stops doing the work a system should.

We engineer the integration layer between your CRM, ERP, billing, support tools, and the spreadsheets your team maintains by hand — and we automate the workflows that move data between them.

03 — the framework
five layers · one system

Five layers between your data and a decision acted on.

Most AI agencies build Layer 2 and call it done. We engineer all five — because every layer below is what separates a clever demo from a system your team trusts on a Tuesday morning.

L1 L2 L3 L4 L5 auto-cycling · click any layer to explore
L1 — core
01/05
↗ 30–50% reduction in your model spend over 12 months

Foundation models

The underlying LLMs — selected, evaluated, and abstracted so we can swap providers without rewriting your system.

What you get
Your AI bill drops every time a smarter, cheaper model ships — without paying us to rebuild. We swap models in a config file in 4 hours, not 4 weeks.
GPT-4oClaude 3.5GeminiLlama
↗ 95%+ reliability at production scale

Orchestration

Prompts, chains, and agent workflows that direct the intelligence — engineered for reliability, not benchmarked on toy tasks.

What you get
A system that handles 10,000 customer requests on a Tuesday without falling over — not a demo that breaks the moment a real user types something unexpected.
LangGraphCrewAI
↗ 20+ hrs/week back to your team

Context

RAG pipelines, vector retrieval, and structured business knowledge — so the AI knows your company, not just the internet.

What you get
Your team stops jumping between six tabs to answer one question. The AI knows your CRM, ERP, and the spreadsheets one person on your team maintains — and answers in seconds.
PineconeWeaviatepgvector
↗ Catch issues in hours, not weeks

Reliability

Continuous evals, monitoring, and observability — so you catch drift, hallucinations, and failures before your customers do.

What you get
When a model silently starts hallucinating customer names, you find out the same morning — not three weeks later from an angry support email. Sleep at night while AI runs your business.
LangfuseBraintrust
↗ Cycle time from 3–5 days to minutes

Integration

Connecting AI outputs to your real systems — your CRM, ERP, billing platform, and beyond — so insights become actions.

What you get
Insights become actions. Deal stages update themselves. Tickets route to the right team automatically. Your AI doesn't write recommendations in Slack — it runs the workflow.
your CRMyour ERPany API
L1
Foundation
L2
Orchestration
L3
Context
L4
Reliability
L5
Integration
the framework in practice
See what we build with it.
04 — who & how
partnerships · delivery

Who we do our best work with.

If your business runs on people, systems, and deadlines — one of these is you.

We’re busy — but half our day goes to busywork.
— owners & operators

We find the work your team repeats every week and hand it to AI — quietly, inside the tools you already use. Same systems, same people. Just no more typing between them.

    starts with a free workflow map book the call
    industries we work in wherever work repeats

    Four phases. No discovery theater.

    One thread from first call to a system running in production. Enter wherever the work starts.

    watch the full
    transformation
    01

    Discover

    Week 0 · free 30 min

    A strategy call, not a sales call. We map your stack, your bottlenecks, your timeline.

    → map + priorities memo
    02

    Blueprint

    Week 1–3

    Workflow audit and system architecture. Documented scope — no surprise change orders.

    → scoped architecture, fixed quote
    03

    Build

    Week 3–10

    Senior engineers ship the system inside your environment. Weekly demos, working software.

    → working software, every week
    04

    Operate

    Ongoing

    Production monitoring, incident response, iteration. Replaced if it ever breaks.

    → monitored · replaced if it breaks
    Pricing is scoped on the discovery call — tailored to the build, never boilerplate
    Book the call
    05 — selected work
    three of fifteen shipped

    Systems running today.

    Real deployments across logistics, healthcare, and construction. Reference calls available under NDA.

    CS-001
    in production

    Fleet workflow automation

    Regional fleet operator · logistics

    Automated L1/L2 customer booking and built a decision-grade ops dashboard with live feedback loops. Quote-to-booking fell from 6.2 to 1.4 hours — and the same desk now handles 2.3× the volume.

    6.2h → 1.4h quote-to-booking · 2.3× volume, same team
    Logistics Workflow automation Dashboards Feedback loops
    CS-002
    in production

    Predictive risk module

    Digital health · remote patient monitoring

    Built a HIPAA-compliant patient risk microservice inside the client's sandboxed environment, with their team owning compliance oversight. AI-augmented workflow cut delivery from a projected 12 weeks to 5.

    12 wk projected → 5 wk delivered · sandboxed
    Healthcare HIPAA Kafka AWS
    CS-003
    in production

    Construction project intelligence

    Commercial construction · multi-site

    Drawing-to-BOQ intake, a WhatsApp project-knowledge layer, and an automated BD pipeline. First-pass takeoff fell from ~32 to ~10 hours and qualified-tender win rate rose from 14% to 21%.

    Drawing → draft BOQ same-day · win rate 14% → 21%
    Drawing→BOQ Construction BD pipeline WhatsApp
    12 more deployments shipped · references available under NDA
    view all case studies
    06 — start here

    Connect your data. Automate your workflows. Ship AI that lasts.

    Book a 30-minute call. We'll map your highest-ROI AI opportunities and tell you honestly whether we're the right partner — or who else you should talk to.

    Book a strategy callContact us
    What happens next
    01
    30-min discovery call
    We learn your stack, pain points, timeline.
    02
    Tailored proposal in 48 hours
    Scope, timeline, pricing — no boilerplate.
    03
    Kickoff within a week
    If we're a fit. If not, we'll point you elsewhere.
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