# Markovate — Enterprise AI consultancy that builds, integrates and runs custom AI agents inside client systems.

> Source: The Agents Index — https://theagentsindex.com/markovate (structured, researched, re-verified)
> Facts last verified: 2026-10-21

Markovate is an enterprise AI development company that designs, builds and deploys custom generative AI, agentic and machine-learning systems inside client workflows. It also sells its own drawing-intelligence platforms for manufacturing, construction and engineering teams.

| Fact | Value |
| --- | --- |
| Website | https://markovate.com |
| Price | Price on request |
| Free tier | No |

No free plan and no trial; the lowest-commitment entry Markovate publishes is a scoped, paid four-to-six-week pilot built on the client's own data, arranged through a strategy call.

## What it does

**Done-for-you service** · Yes — This is a services business: Markovate's own engineers run discovery, architecture, build, integration and production deployment, and can be embedded onsite or remotely rather than handing you software to operate.

> Markovate's forward deployed engineers work alongside your teams, onsite or remotely, to turn complex business challenges into production-ready AI systems.
> — https://markovate.com/forward-deployed-ai-engineer/ · Hero section, intro paragraph under the headline

## How much it does unattended

**Runs autonomously** · Partly — The agents they build are described as acting autonomously on multi-step workflows, but Markovate also states it designs human-in-the-loop checkpoints so clients keep approvals and exceptions, so autonomy is scoped per engagement.

> We design agents with human-in-the-loop checkpoints, so your team stays in control of approvals, exceptions, and sensitive actions.
> — https://markovate.com/ai-agents-development-company/ · FAQ, answer to "Will AI agents replace our team?"

**Multi-agent** · Yes — Markovate says it engineers multi-agent architectures and orchestrates interdependent tasks across departments, and lists multi-agent systems among what its forward deployed engineers build.

> We design and engineer intelligent AI agents and multi-agent architectures capable of reasoning, planning, and autonomous action.
> — https://markovate.com/ai-agents-development-company/ · "AI Agent Consulting" section, opening paragraph

**Agent permissions** · Partly — Guardrails, access controls and execution controls are described as part of the architecture stage, but the site names no permission model a buyer can inspect before an engagement defines it.

> We define agent roles, decision logic, guardrails, and governance that meet enterprise compliance.
> — https://markovate.com/ai-agents-development-company/ · Six-stage framework, stage 03 "Architecture and Design Blueprint"

## Which models it runs on

**Claude** · Yes — Anthropic's Claude models are named in Markovate's own model inventory and in its statement that it fine-tunes and integrates leading LLMs for domain-specific client needs.

> We fine-tune and integrate leading LLMs like GPT, Claude, and Llama for domain-specific needs, or develop fully custom Generative AI systems when proprietary data and control are essential.
> — https://markovate.com/generative-ai-development-company/ · Generative AI development services section, LLM paragraph

**GPT** · Yes — OpenAI GPT models are listed in the AI-MODELS inventory and in the same sentence about integrating leading LLMs, and a separate services page describes integrating GPT into client products.

> Our team builds and fine-tunes LLMs, integrates GPT and other foundation models into your products, and develops adaptive systems that keep learning from your data.
> — https://markovate.com/services/ · Generative AI Development service description

**Open models** · Yes — Open-weight families appear in the model inventory, with Meta's LLaMA and Mistral both named, and Mistral explicitly described as an open model they work with.

> Mistral 7B A lightweight, high-performance open model optimized for efficiency and fast text generation.
> — https://markovate.com/generative-ai-development-company/ · "Rich expertise across diverse AI models" model cards

**Model choice** · Yes — Markovate states it chooses models, frameworks and infrastructure from enterprise requirements instead of standardising clients on one AI ecosystem, which puts model choice inside the engagement.

> We select models, frameworks, and infrastructure based on enterprise requirements rather than forcing every customer into a single AI ecosystem.
> — https://markovate.com/forward-deployed-ai-engineer/ · "More Than Engineers" section, "Technology-Agnostic Architecture" card

## Where you use it

**In a browser** · Yes — Markovate's own platforms run as hosted web applications where teams upload complete drawing sets, and the services page states they are deployed in Markovate's cloud, the customer tenant or on-prem.

> Proven AI platforms for engineering, construction, and manufacturing teams, deployed in our cloud, your tenant, or on-prem.
> — https://markovate.com/services/ · Platforms section intro

## Whose machine it runs on

**Self-hosted** · Yes — Both the platform page and the engineering page offer customer-infrastructure deployment, including private cloud, on-premise and air-gapped environments, though the site qualifies it by technical feasibility.

> Depending on technical feasibility, we support cloud, private cloud, hybrid, and on-premise AI deployment architectures.
> — https://markovate.com/forward-deployed-ai-engineer/ · "What Our Forward Deployed AI Engineers Build", item 06 "Secure & Private AI Deployment"

## What it costs to run

**Free tier** · No — There is no self-serve or free entry point: every call to action is a demo request or strategy call, and the lowest-commitment route Markovate publishes is a scoped four to six week paid pilot.

> See real impact on your workflows before full commitment — through a scoped, low-risk pilot built on your actual data.
> — https://markovate.com/ · "Our Approach to AI Success", "Focused Pilot in 4–6 Weeks" card

**API access** · Partly — The AI Blueprint Classifier platform documents REST APIs, webhooks and structured outputs for downstream systems, but no public API exists for the consulting side and no developer documentation is published.

> The platform supports JSON, CSV, and Excel outputs, REST APIs, webhooks, and integrations with systems such as Windchill, Teamcenter, Procore, Aconex, and SharePoint.
> — https://markovate.com/ai-blueprint-classifier/ · Platform FAQ, integrations answer

## Buying it for a team

**A company can buy it** · Yes — The entire offering is sold to organisations through enterprise engagements, with engagement models for onsite, hybrid and dedicated remote teams; there is no individual purchase path.

> Markovate offers forward deployed engineering services across the enterprise AI implementation lifecycle, from custom AI development and AI agent development to secure production deployment.
> — https://markovate.com/forward-deployed-ai-engineer/ · "What Our Forward Deployed AI Engineers Build" intro paragraph

**Admin controls** · Partly — Access controls, governance and execution controls are designed into each build and the platforms use tenant isolation, but no customer-facing admin console or policy settings are documented.

> We apply Responsible AI frameworks, implement access controls, and ensure full transparency and auditability throughout each agent's lifecycle.
> — https://markovate.com/ai-agents-development-company/ · FAQ, answer to "How does Markovate ensure data privacy and safe AI operations?"

**Audit log** · Partly — The drawing platform keeps results traceable to the source drawing and advertises a full audit trail, and agent builds claim lifecycle auditability, but no administrative action log is described.

> Auditability & Traceability Keep results connected to their source drawing and location so teams can review how information was derived.
> — https://markovate.com/ai-blueprint-classifier/ · Enterprise capability cards, "Auditability & Traceability"

## What happens to your code

**Opt out of training** · Yes — The platform FAQ states plainly that customer drawings are not used for shared or cross-customer model training, so client data does not feed another customer's model by default.

> Is our drawing data used to train models for other customers? No. Customer drawings are not used for shared or cross-customer model training.
> — https://markovate.com/ai-blueprint-classifier/ · Platform FAQ, data-training question

**Data residency** · Partly — Data-residency and deployment options are offered for enterprise requirements, including on-premise and air-gapped builds, but no country, region or cloud jurisdiction is named on the site.

> The platform uses tenant isolation, with deployment and data-residency options available for enterprise requirements.
> — https://markovate.com/ai-blueprint-classifier/ · Platform FAQ, security and deployment answer

**Getting out** · Partly — Platform output can be exported to Excel, CSV or JSON and pushed to downstream systems, and engagements end with documentation and knowledge transfer, but no contractual data-export or termination terms are published.

> Export takeoff quantities to Excel or CSV, or connect them to estimating tools through integrations, so they carry straight into pricing and bidding.
> — https://markovate.com/ai-blueprint-classifier/ · Capability section, "Export and Connect"

**Certifications** · Yes — Markovate holds ISO 9001:2015 and ISO/IEC 27001:2022 certification and states its practices align with GDPR and HIPAA; no SOC 2 report is claimed anywhere on the site.

> We are ISO 9001:2015 certified for global quality standards and ISO/IEC 27001:2022 certified for strong information security management. Our practices align with GDPR and HIPAA
> — https://markovate.com/ai-agents-development-company/ · "Built with Enterprise-Grade Security and Data Integrity" section

## What changed

- 2026-10-21 — Capabilities · Free tier · Price · Terms

## Keeping it current

These facts are re-checked against Markovate's own pages and updated when they change. If you represent Markovate, sign in and update the listing from your dashboard at https://theagentsindex.com/dashboard. The operations this site accepts from an agent are listed at https://theagentsindex.com/.well-known/agents.json — that catalog needs no key to read, and each entry states its own auth.