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Artificial intelligence consulting services

Our AI consulting services have helped 50+ companies ship working AI—not just strategies. From discovery to deployment, we handle the challenging parts so your team doesn't have to
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What AI consulting with ITRex involves & what it typically costs

Here's what working with our AI consultancy looks like in practice—from your first conversation to a system reliably running in production.
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What does AI consulting involve?

As part of AI consulting and advisory services, ITRex helps you assess whether your data and IT infrastructure are ready for artificial intelligence. Next, we prioritize use cases, choose between buying, embedding, or building AI, run discovery workshops, validate ideas through PoCs, and set up the governance your organization needs to adopt and scale AI responsibly.

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Who leads AI consulting at ITRex?

ITRex’s AI consulting practice is led by Kirill Stashevsky (CTO, 20+ years in software engineering and intelligent enterprise transformation) and Benjamin Aubron (Gen AI Evangelist, hands-on across RAG systems, agentic architectures, and rapid prototyping).

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How much does AI consulting cost?

A focused AI readiness assessment typically takes 2–6 weeks and costs $15,000–60,000 depending on scope and company size. A strategy engagement with a PoC falls in the $40,000-120,000 range and runs 6–12 weeks. For organizations exploring a specific use case, an outcome-led discovery workshop takes half a business day and costs $7,000-15,000.

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What do our clients accomplish with AI consulting?

92% faster sales onboarding. Lead qualification time cut by up to 80%. 60+ analyst hours saved per month. 100M+ verified contacts added to a global intelligence platform. These are results from real ITRex AI consulting engagements—across manufacturing, financial services, healthcare, and retail.

Every organization has a dozen AI ideas. A good AI consultant's job is to be honest about which ones the data, the team, and the timeline can realistically support—before the budget is committed.
Kirill Stashevsky
Kirill Stashevsky
Chief Technology Officer | Co-Founder
ITRex

ITRex's AI consulting services cover every stage of your journey

Whether you're just exploring AI's potential or scaling an existing system, our AI consultants cover every stage—strategy, development, integration, and governance. Here's what we can do for you:

AI readiness assessment

Before you invest in AI, you must know exactly where you stand. Our AI consultants audit your data infrastructure, tech stack, team capabilities, and compliance posture—and give you a clear picture of what’s ready, what’s missing, and what to fix first. No guesswork, no wasted budget.

AI strategy development

A working AI strategy is a prioritized roadmap tied to business outcomes. Our consultants work with your leadership team to identify the highest-value AI opportunities, set measurable goals, and build a phased plan your organization can execute—either with a vendor’s help or on its own.

AI product discovery

Have an AI product idea but not sure where to start? Our AI consulting team helps you define the right scope, validate assumptions with end users, and produce a technically grounded spec—so your development team starts with clarity, not confusion. The same output works as the foundation for investor pitches and funding rounds. Typical discovery: 2–4 weeks.

AI software prototyping

Strategy done, ideas validated—now make them real enough to show. ITRex’s AI consultants build working AI software prototypes using proven frameworks and pre-built components, cutting development time without cutting corners. The result: a functional, demo-ready artifact your team can test, iterate on, and use to secure stakeholder buy-in.

AI proof of concept (PoC)

Not sure if your AI idea will work at scale? Our AI consulting firm builds focused, time-boxed PoCs that validate your concept against real data and real workflows before you commit to full development. We deliver most PoCs within 4–8 weeks. You get evidence, not promises.

AI integration planning

Before building a custom AI solution, we determine whether you need one. ITRex’s AI consultants evaluate your existing systems, data foundation, and workflows to identify what’s already available—off-the-shelf AI tools, open-source models, or infrastructure that just needs connecting. You get a clear recommendation: buy, integrate, or build—and what either path will take.

Beyond the core— specialized AI consulting services

For teams ready to go deeper, ITRex offers specialized expertise across operations, governance, and R&D. Our specialized AI consulting and advisory services span:
AI training & capacity building Responsible AI & model governance AI only creates lasting value if your team can own it. We design and deliver hands-on training programs, executive workshops, and role-specific learning paths that build genuine AI fluency across your organization—so your people can operate, evaluate, and improve your AI systems after we've moved on. AI that you can't explain, audit, or defend isn't an asset. ITRex helps you build AI systems that are transparent, fair, and aligned with GDPR, the EU AI Act, and applicable sector regulations. Our responsible AI consulting covers bias detection, model validation, auditability, explainability frameworks, and governance policies.
MLOps consulting R&D consulting Getting AI into production is one challenge. Keeping it accurate, compliant, and cost-efficient is another. We streamline your model lifecycle—from versioning and CI/CD pipelines to monitoring, retraining triggers, and RAG pipeline and output quality evaluation—so your AI systems stay reliable beyond launch, whether they run on classical ML models or large language models. If you're exploring artificial intelligence at the frontier—novel architectures, emerging use cases, or capabilities without an off-the-shelf answer—our in-house R&D team works alongside you. We bring deep technical research expertise to problems that standard AI consulting engagements can't solve.

Looking for generative AI consulting specifically?

If your focus is Gen AI, we have a dedicated practice for that—with artificial intelligence consultants who have helped companies across manufacturing, logistics, financial services, and healthcare move from Gen AI PoCs to full-fledged systems operating company wide. We can help you with:

LLM selection, fine-tuning, and deployment
OpenAI, Anthropic, and open-source model integrations
RAG pipelines grounded in your internal knowledge bases
Gen AI use case discovery and ROI assessment
Workflow automation with Gen AI agents
Responsible and compliant Gen AI implementation

How an AI consulting engagement with ITRex unfolds

At ITRex, every AI consulting engagement is different, but the sequence below reflects the steps most businesses go through—and what we tell them upfront.
We start with an honest assessment, not a pitch

Before devising an AI strategy, we need to understand what you’re actually working with. That means auditing your data infrastructure, current AI maturity, team capabilities, and compliance posture—and telling you clearly what’s ready, what isn’t, and what needs fixing before AI implementation begins. If a simpler automation technology solves your problem, we’ll say so. That’s what separates a serious AI consulting firm from one that just sells projects.

We pick one or two use cases & pressure-test them

Most businesses have ten AI ideas—and a budget for two. As an AI consulting agency, we help you prioritize those ideas by data readiness, implementation risk, and ROI potential. Next, we validate the top candidates through a focused proof of concept, which takes 4–8 weeks. You get a working proof point, not a generic slide deck.

We build AI solutions with your team

Unlike most AI consulting companies, ITRex also develops, integrates, and deploys AI systems—and we do that with your people in the room. We document decisions as they’re made, train internal champions on what was built and why, and make sure the handover isn’t a cliff edge. Every project deliverable, from code to documentation and runbooks, belongs to your company.

We flag cost & scope risks before they hit your budget

Data cleanup, licensing, legacy integrations, IT security reviews, and model selection—these are the costs that blindside businesses mid-project. Defaulting to a flagship LLM for every task burns tokens fast; a smaller, locally deployed model often does the job at a fraction of the cost. Our AI consulting agency names every risk in writing before you sign.

We stay involved after go-live, but aim for your independence

Post-launch, ITRex’s AI consultants monitor your systems, support your internal champions, and flag issues before they affect users. For generative AI consulting engagements specifically, that includes RAG pipeline evaluation and output quality monitoring. The benchmark for a successful engagement is your team being able to run, maintain, and extend what we built independently.

AI consulting & implementation projects we've delivered

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Why collaborate with our AI consultancy?

We cover the full AI spectrum—including the hard parts. Our AI consulting practice handles the use cases that most firms pass on, covering the full AI spectrum from classical machine learning and computer vision to LLMs, generative AI, and edge AI with locally deployed models. If the task is knowledge-intensive, technically complex, or sits at the frontier of what's commercially available, that's where ITRex’s AI consultants do their best work.
We're vendor-agnostic—even when we're a named partner. ITRex is an OpenAI Select Partner and has certified Claude engineers on the team. Those relationships give us early access and deeper technical support, but they don't affect our recommendations. We'll tell you when open-source fits, when a smaller locally deployed model outperforms a flagship LLM, and when AI isn't the right answer at all.
We treat data security as a delivery requirement. Our AI consulting company holds ISO 27001 and ISO 9001 certifications—covering both information security and delivery quality. Our internal policy prohibits using client data or source code in unmanaged AI tools. For sensitive deployments, we work within private cloud environments, implement role-based access controls, and design AI systems with audit trails from day one.
Our AI strategy consulting doesn't create dependency. We share realistic cost ranges, flag risks before they become problems, and document everything so your team can own what we build. The goal of every AI consulting engagement is a partnership that makes itself less necessary over time.

Insights from our AI consultants

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AI consulting: FAQs

What is AI consulting?

AI consulting is the practice of helping organizations identify where artificial intelligence creates real business value, determine whether their data and infrastructure can support it, and build a path from concept to working system. In practice, that means assessing whether a company is ready for AI, prioritizing use cases by ROI and feasibility, selecting the right technology—available off the shelf, integrated, or custom-built—and supporting development, deployment, and governance. A successful AI consulting engagement ends with a system your employees can use every day and maintain independently. A failed one ends with a roadmap nobody executes.

What to ask an AI consulting company before hiring?

AI consulting firms worth working with are easy to identify. They’ll tell you what the engagement produces in concrete terms—a prioritized use-case list, a gap analysis, a phased roadmap, and written exclusions—before you sign the contract. They’ll introduce you to the people who will actually do the work. And six months after the engagement ends, their clients have something running in production, not a strategy document gathering dust.

When should a business hire external AI consultants?

Hire external AI consultants when your internal team has strong domain knowledge but limited AI engineering depth—or when you need to move faster than in-house hiring allows. The right moment is before you make architecture decisions, not after a pilot stalls. Bringing in artificial intelligence consultants mid-project to rescue a struggling initiative costs significantly more than starting with the right guidance.

How does an AI consulting company price projects?

Reputable AI consulting firms price by scope and deliverables, not by the hour. A discovery workshop may cost between $7,000 and $15,000. An AI/Gen AI readiness assessment typically costs $15,000-60,000 depending on your company’s size and the complexity of your data and IT ecosystems. AI strategy consulting with a proof of concept typically falls in the $40,000-120,000 range. Any AI consulting firm that gives you a fixed price without a scoping conversation first is doing guesswork—and you’ll pay for that later.

What is included in a typical AI advisory engagement?

A structured AI advisory engagement typically covers four things: a current-state assessment of your data, infrastructure, and team capabilities; a prioritized list of use cases with feasibility and ROI estimates; a phased implementation roadmap with effort, cost, and risk flagged at each stage; and governance recommendations covering data access, compliance, and model oversight. The output is an executable plan—not a vision document—that your in-house engineering team or technology partner can act on immediately.

What do AI consultants typically deliver in projects?

A working AI consulting engagement produces more than a slide deck. Expect a prioritized use-case list with feasibility and ROI estimates, a gap analysis across data, infrastructure, and team capabilities, a phased roadmap with effort estimates and risk flags, and—for the top-priority use case—a PoC or prototype with documented assumptions. Everything in writing before engineering begins.

Which AI consulting services help automate business workflows?

The most effective AI consulting services for business process optimization start with a workflow audit—identifying which processes are high-volume, rule-bound, and fed by structured data. From there, AI consultants recommend the right tool: RPA for rigid rules, intelligent automation for semi-structured inputs, or Gen AI agents for knowledge-intensive tasks. That recommendation also covers the build vs. buy dilemma: whether a configured off-the-shelf solution covers your needs, a custom build is justified, or—as in our work with a global haircare brand—the right answer is already inside your existing data platform, just waiting to be activated.

Why invest in AI advisory before technology implementation?

AI advisory is how you avoid spending six months building the wrong thing. Before any development begins, a structured advisory engagement clarifies which use cases your data can actually support, which compliance requirements affect your architecture, and whether buying an off-the-shelf tool is a smarter move than going custom. It’s the step that separates AI programs that scale from ones that stall.

How do AI consultants approach vendor & platform selection?

Vendor selection in AI consulting starts with your constraints, not a preferred tech stack. A good AI consultancy maps your compliance requirements, existing infrastructure, data residency rules, and budget before any model or platform enters the conversation. The output is a clear recommendation—build, buy, or integrate—with the trade-offs documented. ITRex is an OpenAI Select Partner with certified Claude engineers on the team, but those relationships don’t drive our recommendations. When open-source fits better, we say so.

How do AI consulting firms model ROI & build business cases?

ROI in artificial intelligence consulting is only meaningful when you define the baseline before development begins. ITRex ties every engagement to specific, measurable outcomes: lead qualification time, onboarding speed, analyst hours saved, or cost per transaction. We then model the full cost picture upfront, including data preparation, infrastructure, integration work, and annual maintenance, so your leadership can make an informed decision before allocating the engineering budget. The business case comes first; the technology follows.

ITRex’s team are experts in their trade. The software development they provided was critical to advancing the project to the next level.
Jeff Block
Jeff Block
VP of Process and Technology
PotentiaMetrics, Inc.
When you hire them, you're actually going to get something valuable.
Daniel Schuler
Daniel Schuler
CTO
Hyginex
ITRex is an outstanding partner. They don't even feel like a contractor, but more like a fully integrated team.
Ashley Lewis
Ashley Lewis
Director of Product Management
Dollar Shave Club
Your meticulous attention to detail and unwavering commitment has set a benchmark for excellence. Your technical prowess and innovative problem-solving skills have been nothing short of extraordinary.
Deb Hope
Deb Hope
EVP at Data Analytics Platform
Numa Biosciences
The team at ITRex is a solution oriented and efficient partner delivering robust technical solutions without needing a lot of support. Their work gave us the ability to scale our development capacity to greatly improve Live Aware’s customer value.
David Berger Live Aware Labs
David Berger
CTO
Live Aware Labs