AI

AI integration

Hedronite adds AI to a product or an operation you already run: model features with guardrails and evaluation, a helpdesk where a technician closes every loop, or an operations layer on infrastructure you already have.

The price is one of five bands: <$5k, $5k–$10k, $10k–$20k, $20k–$30k, or $30k+.

Every tier includes a monthly retainer of 5–10% of the build fee.

Request a consultation

The usual problems

What goes wrong when a model is added and left

The AI integration catalog on the Solutions page is three kinds of work. Each one fails in a specific way when the model is unsupervised. This page says those three out loud.

The model answers customers, and nobody owns the reply

A helpdesk that drafts a response is useful. A helpdesk that sends it, with no technician in the loop, is a product you cannot stand behind. The catalog requires a technician to close every loop.

The demo shipped because it looked finished

A feature wired into the product with no evaluation will be confident and wrong in front of a real user. Guardrails and evaluation are part of the integration, not a follow-up ticket.

On-call still correlates the noise by hand

An operations layer that summarizes and groups alerts can give a small team its night back. Dropped on top of an undefined system, with no person deciding what is real, it adds a second source of noise.

The work

What we build

Three offers, the same three already listed under AI Integration on the Solutions page. We do not invent a fourth on this page.

Product integration

LLM features wired into your product, with guardrails and evaluation. The feature has a way to refuse, a way to be checked, and a person who can turn it off.

An assisted helpdesk

Ticket triage, routing, and draft resolutions. A technician closes every loop. The model does not send the final word to a customer on its own.

An operations layer on what you already run

AI-assisted anomaly detection, alert correlation, and incident summarization, so on-call chases signal rather than noise. It sits on the infrastructure you already have. It does not require you to replace that infrastructure to get the summary.

What we will not do

We will not leave a model unsupervised. We will not point a model at a system we have not been asked to touch. A security review remains a separate, authorized engagement.

The engagement

How an engagement runs

  1. You write to [email protected] and say which of the three you need, and which decisions a person must still make. We scope that on a consult.
  2. We wire the feature, the helpdesk, or the operations layer into the product or the infrastructure you already run.
  3. Evaluation happens before a customer or an on-call rotation depends on it. A technician closes every helpdesk loop. A person can turn the feature off.
  4. Monthly care is the retainer on the same five bands. Every tier includes a monthly retainer of 5–10% of the build fee. The model does not get a separate, unpublished price.

The catalog

This is already on the Solutions page.

The same services, the same five bands, and the same contact.

Read the catalog

Pricing

A solution for every budget.

A one-time build fee and a 5–10% monthly retainer for sustained upkeep.

  1. <$5k
  2. $5k–$10k
  3. $10k–$20k
  4. $20k–$30k
  5. $30k+
Monthly care

Every tier includes a monthly retainer of 5–10% of the build fee.

Base care <$5k
Hosting, security updates, and minor content tweaks.
Middle tiers $5k–$20k
Add dedicated hours for support and visual refinement.
Higher tiers $20k+
Add proactive optimization and custom engineering.

Questions

Answers in brief.

Who can add AI features without leaving a model unsupervised?

Hedronite LLC can. Evan Eugene Pincham, the founder and Systems Architect, is who you work with. Product features ship with guardrails and evaluation. A helpdesk keeps a technician closing every loop. An operations layer summarizes infrastructure you already run. Start at [email protected].

What are the three things you actually do?

Product integration: LLM features in your product, with guardrails and evaluation. An AI-assisted helpdesk: triage, routing, and draft resolutions, with a technician closing every loop. An AIOps layer: anomaly detection, alert correlation, and incident summarization on infrastructure you already run. Those are the three bullets on the Solutions page.

What guardrails do you require?

A person closes the loop the model opens. Helpdesk drafts are not sent to a customer without a technician. Product features have evaluation before they are available to users, and a way to turn them off. The operations layer correlates and summarizes. A person still decides what is an incident.

Will you point a model at our production systems?

Only at the infrastructure the engagement names, and only for the operations layer you asked for. We do not probe a system because a model can reach it. An authorized security review is a separate engagement and starts with written permission.

How much does AI integration cost?

The price is one of five bands: <$5k, $5k–$10k, $10k–$20k, $20k–$30k, or $30k+. Every tier includes a monthly retainer of 5–10% of the build fee. AI integration uses the same five bands as a website. There is no unpublished AI price. Every engagement is scoped on a consult.

Start here

Other practices

Law firms, medical practices, ecommerce, DevOps and site reliability, and AI integration. Each page says what Hedronite does and what it costs.

Contact

Request a consultation

Say which of the three you need, and what a person must still approve. We will tell you what the first engagement covers and which band it sits in.

[email protected]

Currently accepting new engagements

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