Aksutra logoCommissions · Aksutra Harness

AI agents, built around
the way you work.

Aksutra Harness is a custom AI agent designed for one organisation — its knowledge, its systems, its rules. It runs on leading third-party models, inside a system we build and operate in-house. The model supplies the language. Everything that makes the agent dependable is built by us, for you.

Commissioned · Any domain · Built in Jaipur

The model at the centre. Everything around it, built by Aksutra.
Aksutra logoThe difference

Most AI agents are a model with a prompt.

They answer fluently and fail quietly: an invented policy, a wrong figure, an action nobody approved. Aksutra Harness is the work around the model — what the agent is allowed to know, what it can do, what it must never do, how its answers are checked, and when it hands over to a person. We design that structure for your organisation, build it on our own system, and remain responsible for it after it goes live.

Third-party models, used deliberately. The harness is ours; the agent is yours.

Aksutra logoWhat every Harness includes

Six parts, built for one client.

01

Grounded in your knowledge

Answers come from your documents, policies and records — with the source shown — not from the model's general guesswork.

02

Connected to your systems

It can look up, draft, file, schedule and update in the tools your team already uses, within the permissions you set.

03

Rules it cannot talk its way around

Boundaries, approvals and escalation paths are enforced by the system itself, not left to an instruction the model may ignore.

04

Tested before it meets anyone

Every Harness is measured against your real cases before launch, and again after every change we make.

05

Where your people already are

On your website, WhatsApp and other messaging channels, email, your own apps or internal tools — hosted by us, in your cloud, or on your own servers.

06

Models chosen for the task

We select third-party models for each job and can move to a better one as it arrives, without rebuilding your agent.

Aksutra logoAny domain

Not built for one industry. Built for your work.

A Harness is shaped by the work it takes on, not by a template for a sector. If a task can be described, checked and repeated, an agent can carry part of it — and hand the rest to your people.

01

Customer service

Answers, case updates and hand-offs, with your own policies as the source.

02

Operations and internal knowledge

One place for your team to ask how things are done — and get the current answer.

03

Sales and onboarding

Qualify inquiries, explain what you offer accurately, and prepare the next step for your team.

04

Legal, compliance and policy

Find the clause, compare versions, and flag what needs a qualified person's review.

05

Healthcare administration

Scheduling, intake and patient questions — administrative work only, never diagnosis.

06

Education and training

Course and staff support that follows your material, not whatever the internet says.

07

Public services

Clear guidance on schemes and procedures, in the languages people use, with a person always reachable.

08

Research and analysis

Reading, summarising and organising sources, with every statement traceable to where it came from.

Your field is not listed? Most engagements begin with work that does not fit a list.

Aksutra logoWhy Aksutra

A research lab, not a reseller.

01

We study how these systems fail

Aksutra is an R&D lab. Evaluation, grounding and failure behaviour are what we research — and what we build into every Harness before it reaches your customers or your staff.

02

Built for one client, kept for one client

No shared templates and no pooled configurations. Your agent, its rules and your data are kept separate from every other client's.

03

Honest about limits

We will tell you which parts of the work an agent should not take on, and design it to hand over to a person when it reaches them.

04

Accountable after launch

The team that builds your Harness monitors and maintains it with you. You have a named contact, not a support queue.

We would rather build fewer agents that hold up than many that demo well.

Aksutra logoHow an engagement runs

Scoping call

The work, the data and the risk — and whether an agent is the right answer at all.

Written specification

What the agent will and will not do, what it connects to, and how success will be measured — agreed before anything is built.

Build and connect

We build your Harness on our system, connect your knowledge and tools, and set its rules with you.

Evaluation

Tested against your real cases, including the difficult ones, with the results shared in writing.

Launch and stewardship

Released in stages, then monitored and improved with you for as long as it runs.

Aksutra logoStart an inquiry

Tell us about the work.

A few lines are enough to begin. We read every inquiry and reply personally — and we will say plainly if an agent is not the right fit for what you need.

Your answers reach only the Aksutra team. Inquiries are never shared, and never used to train any model.

Aksutra logoEngagements

We take on a limited number of Harness engagements at a time, so that each receives the attention it needs. Every engagement is governed by a written agreement, including how your data is handled and where it is kept.