AI Engineering Services
acty.dev's primary engineering hub: practical AI-enabled workflows, integrations, data pipelines, and internal AI tools that can move from pilot to production for small and mid-market teams.
acty.dev’s primary engineering hub. We build practical AI-enabled workflows, integrations, data pipelines, and internal AI tools that can move from pilot to production.
The problem we solve
Many teams have a real workflow, dataset, document process, or reporting task that an AI-enabled system could handle, but the pilot stalls before production or there is no clear path from a prototype to a deployed, supported feature.
How we work
- Discovery.We review your task, current workflow, systems, and data, and define a scoped piece of work before any build starts.
- Build.We build the workflow, integration, or feature against the agreed scope, with human review of AI-assisted output.
- Deploy.We deploy to production with environment configuration and a repeatable release process.
- Support.We hand over documentation and a monitoring checklist, and offer ongoing support or a development retainer.
What you bring / what you get
Inputs
- Your current workflow, system, or dataset
- Access to the documents, spreadsheets, or APIs involved
- The operational bottleneck or outcome you need
Outputs
- A working software feature or workflow automation
- An LLM or API integration
- A data extraction or enrichment pipeline
- A deployed application with documentation and a monitoring checklist
Definition of done.A working, deployed AI-enabled workflow or feature, delivered with a Git repository, documentation, environment configuration, a monitoring checklist, and a next-phase roadmap.
Fit and anti-fit
Good fit
- Small and mid-market companies
- Teams with an existing workflow, dataset, or operational bottleneck
- Buyers who need implementation and production delivery, not just advice
Not a fit
- Micro-budgets with no real scope
- Idea-only requests with no real process, data, or system
- Solo hobby projects
Questions
- What does AI Engineering at acty.dev include?
- Practical AI-enabled workflows, LLM and API integration, retrieval and document processing, data extraction and enrichment, reporting automation, and internal AI tools, built to move from pilot to production.
- Can you take an AI pilot to production?
- Yes. This hub is built around pilot-to-production work: a working feature or workflow, an LLM or API integration, a deployed application, documentation, environment configuration, and a monitoring checklist.
- What is out of scope?
- We stay within AI Engineering, DevOps-enabled delivery, software development, and implementation economics. We do not make guaranteed-ranking, regulated-domain, or unproven performance claims, and we do not promise capacity we cannot staff.
Pricing.Engagements start with a task review; scope and price are defined after that review. Ongoing support and development retainers are scoped after the first review. (Scoped after a task review.)
