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AI Engineering · DevOps · Software Development

AI Engineering, DevOps, and Software Development for working business processes

acty.dev builds, deploys, and supports AI-enabled software workflows for small and mid-market businesses that need practical automation, reliable software delivery, and measurable implementation value — not another pilot that never ships.

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Three commercial directions

AI Engineering service visual with workflow inputs, review gates, and production output trays AI Engineering Practical AI-enabled workflows, integrations, data pipelines, and internal AI tools built to move from pilot to production. DevOps-enabled delivery visual with release tracks, build packages, gates, and rollback switch DevOps-enabled delivery Deployment, release automation, and production readiness so the software you commission actually ships and stays up. Software development service visual with modular business software blocks and data contracts Software Development Business software, internal tools, APIs, dashboards, and MVPs that support real operations and AI-enabled workflows.

Proof of work

BI analytics dashboard proof visual with KPI panels, chart canvas, and data model controls BI Analytics Dashboard Prototype LLM data visualization proof visual with model node, structured table, Vega chart, and validation trace LLM Data Visualization Integration Workflow Document workflow automation visual with Word files, extraction fields, review gate, and approved output Document Workflow Automation Prototype AI product interface prototype visual with prompt console, API response state, and generated output grid AI Image Generation Interface Prototype Component data enrichment workflow visual with parts moving through a validation pipeline into reviewed output AI Component Data Enrichment Workflow

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Best fit / anti-fit

Best fit

  • Small and mid-market companies
  • Companies in the US and UK first, with room for international clients later
  • Buyers with an existing workflow, system, dataset, operational bottleneck, reporting process, production/MES context, integration problem, or delivery need
  • Buyers who need implementation, production delivery, or ongoing support, not just advice

Anti-fit

  • Micro-budgets
  • Idea-only requests with no real process, data, system, or operational problem
  • Solo hobby projects
  • Requests where the buyer cannot share enough context to scope the work