AI Consulting · MarTech Solutions · Custom Platforms

Your business, built for the AI future.

Mercova helps companies design the AI strategy, infrastructure, and marketing technology that turn "we should do something with AI" into platforms that ship — because we've been building production AI products ourselves.

Currently operating live AI platforms in production

One platform, end to end. This is what we build.

15+ yearsBuilding MarTech, AI & data systems
LivePlatforms we built, running in production
WeeksFrom strategy to working software — not quarters
100%Senior & hands-on — no junior handoffs
What We Do

AI consulting that ends in working software

Most AI consultancies hand you a deck. Mercova hands you a roadmap, the infrastructure to run it, and the platform built on top — strategy through production.

AI Strategy & Roadmapping

We audit where AI actually creates value in your business — not where it's trendy — and sequence a roadmap your team can execute.

  • AI readiness & opportunity assessment
  • Build-vs-buy and model selection guidance
  • ROI modeling and phased investment plans
  • AI governance, risk & cost controls
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AI Infrastructure & Engineering

The unglamorous layer that makes AI real: data pipelines, model orchestration, evaluation, and cost-efficient architecture that scales with usage, not headcount.

  • LLM integration & multi-model orchestration
  • Data pipelines, vector search & RAG systems
  • API cost optimization & observability
  • Cloud architecture, CI/CD & deployment
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MarTech Solutions

Marketing technology with intelligence built in — so your funnel, content, and customer data work together instead of living in seven disconnected tools.

  • AI-driven lead scoring & segmentation
  • Personalization & lifecycle automation
  • Content intelligence & SEO systems
  • CDP, CRM & analytics integration
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Custom AI Platforms

When off-the-shelf won't cut it, we design and build the whole product — AI engine, application, and infrastructure — and run it with you.

  • Full-stack product design & build
  • Domain-specific AI agents & copilots
  • Real-time data & decision engines
  • Launch, scale & ongoing operation
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FinStack

The money layer of your product — billing, payments, invoicing, and financial reporting built in from day one, not bolted on at tax time.

  • Stripe billing & subscriptions
  • Invoicing & payment collection
  • Expense tracking & categorization
  • Financial reporting & reconciliation
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Marketing

Demand generation, content, and SEO that compound — built on the data and automation to prove what's working and double down on it.

  • Positioning & messaging
  • Demand generation & paid
  • Content strategy & SEO
  • Conversion & attribution
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How We Work

From AI ambition to production in four phases

Every engagement is phased so you see working software early — and can stop, scale, or steer at each gate.

01 · Assess

AI Readiness Audit

2–3 weeks. We map your data, workflows, and martech stack against real AI opportunities, and rank them by ROI and feasibility.

02 · Architect

Strategy & Blueprint

You get a sequenced AI roadmap, target architecture, cost model, and governance plan — designed for your team, not a generic template.

03 · Build

Ship the First Capability

6–10 weeks to a production AI capability — an agent, a pipeline, a platform MVP — with evaluation and cost controls built in from day one.

04 · Scale

Operate & Expand

We harden, optimize spend, train your team, and expand the roadmap — staying as embedded or as light-touch as you need.

Our Toolkit

Platforms we know, work with, and trust

We're model- and vendor-agnostic by design. We work across every major AI platform and cloud, and pick the right stack for your use case, data, and budget — not our favorite vendor.

AI & models

Anthropic ClaudeFrontier models & agents
OpenAIGPT & reasoning models
Google GeminiMultimodal AI
Meta LlamaOpen-weight models
Mistral AIEfficient open models
AWS BedrockManaged AI platform
Hugging FaceOpen-source model hub
NVIDIAAI compute & inference
DatabricksData & AI lakehouse
PerplexityAI search & research

Cloud, servers & hosting

Amazon Web ServicesCloud infrastructure
Google CloudCompute & data platform
Microsoft AzureEnterprise cloud
DigitalOceanCloud servers & droplets
VercelEdge hosting & deploy
CloudflareEdge, CDN & security

Plus the martech stack your team already runs — HubSpot, Salesforce, Klaviyo, Segment, GA4 — wired into the same intelligence layer.

Why Mercova

Advisors who ship. Builders who strategize.

A senior team that's done it at scale

Executive leaders and senior engineers who've built the infrastructure, tech stacks, MarTech, and marketing behind Fortune-class companies — that depth is on your engagement from day one.

Cost-efficiency is an obsession

AI spend scales badly when it's an afterthought. We architect for unit economics from day one — model routing, caching, and batching that keep your margins intact as you grow.

Your team keeps the capability

We build with your people, document everything, and train as we go. When the engagement ends, the intelligence stays in your company — not in our retainer.

FAQ

Before you book the call

What does an AI consulting firm actually do?

An AI consulting firm helps companies decide where AI creates real value, then builds it. At Mercova that means AI strategy and roadmapping, AI infrastructure and engineering, MarTech solutions, and full custom AI platform development — from first audit to production deployment.

How is Mercova different from other AI agencies?

We're operators, not just advisors. We build and run our own AI products — including Kairos, a live AI trading intelligence platform — so every recommendation comes from teams that ship production AI, manage real model costs, and live with the architecture afterward.

How long does an AI transformation project take?

A focused AI readiness assessment takes 2–3 weeks. A first production AI capability typically ships in 6–10 weeks. Full platform builds run 3–6 months depending on scope. We work in phases so you see working software early, not a strategy deck at month four.

Do you work with companies that have no AI experience?

Yes — most of our clients are starting from zero or from scattered experiments. We meet you where you are, build the data and infrastructure foundations first, and train your team so the capability stays in-house.

Ready to take your company into the AI future?

Book a 30-minute strategy call. We'll tell you honestly where AI will move the needle for your business — and where it won't.

Book a Strategy Call