Custom AI Agents
Agents that automate complex, multi-step workflows.
Agents are useful when they can act reliably inside your real workflows. We build AI agents that plan across steps, call your tools and APIs, and hand off to people when confidence is low.
Multi-step workflows automated end to end.
Agents that use your systems through safe, scoped tools.
Human approval on high-impact actions.
Full traces of every agent decision.
Focus
AI & Data Products · Custom AI Agents
Challenges we help you solve
Most teams hit similar obstacles. Here is where we start.
Agents that work in demos but fail on real data.
Tools with too much access and too few safeguards.
No visibility into why an agent did something.
Costs that grow unpredictably with usage.
What success looks like
Multi-step workflows automated end to end.
Agents that use your systems through safe, scoped tools.
Human approval on high-impact actions.
Full traces of every agent decision.
Cost and latency kept within agreed budgets.
How we
engineer it
The technical stack, specialist tooling and delivery habits that keep quality consistent and pace predictable.
6
Core Practices
5
Delivery Phases
Tool design
Agent orchestration
Human-in-the-loop flows
Tracing & observability
Evaluation suites
Permission scoping
Focus
Built to the same standard on every engagement.
Delivery path
A phased path from discovery to production.
Phase 1
Choose a workflow with clear value and boundaries.
Phase 2
Design tools, permissions and handoffs.
Phase 3
Build the agent with evaluation from day one.
Phase 4
Pilot with users and review traces.
Phase 5
Expand scope as reliability is proven.
Who this is for
We adjust depth, pace and team shape to how you operate today.
Operations teams
You have repetitive, multi-step work that follows clear rules.
Product teams
You want agent features inside your product that users can trust.
Support and service teams
You want agents that resolve routine requests and escalate the rest.
Ready to scope Custom AI Agents?
Tell us your constraints and timeline, and we will come back with a clear technical approach and team shape.
Custom AI Agents FAQs
Wondering how we work, what to expect or how engagements are structured? Here are the answers clients ask for most.
We use provider SDKs and lightweight orchestration, adding frameworks only when they help.
Scoped tools, approval steps, rate limits and full logging of actions.
Yes, for many tasks, after testing quality on your real inputs.
Task-level evaluation suites and production traces reviewed regularly.
We set cost budgets per task and design to stay within them.
Want to talk to an Arki engineer?
Before any commercial conversation, we'll put you on a 30-min call with a senior engineer in your stack. No salespeople. Just a technical sanity check.
Tell us what you're working on.
We'll respond within one business day with the right next step.