Skip to content
Denver Cybersecurity Lunch & Learn

AI monitoring and observability

What it did, what it cost and what went wrong.

An AI feature degrades differently from ordinary software. Nothing throws an error; the answers just get worse, or the bill quietly triples. Monitoring makes behaviour, spend and quality visible so a change is noticed by you rather than by a customer.

observability · 24h

Assistant health

Alert
  • Requests served 4,180
  • Cost per request up 60% alerted
  • Refusal rate rising investigating
  • Evaluation suite passing

Traced

100%

Alerts

2

Retention

90d

15+
Years of experience
1,200+
Projects delivered
98%
Customer satisfaction
16
Industries served

What we build

What we instrument.

The questions you will be asked when something goes wrong, answerable without a developer opening a terminal.

Request tracing

The full path of one interaction: what was retrieved, what was sent, what came back, how long it took.

Cost attribution

Spend broken down by feature and by customer, so an expensive path is visible before the invoice is.

Quality tracking

A fixed evaluation set run on a schedule, so a drop in answer quality shows up as a number.

Failure and refusal

Timeouts, rate limits and refusals tracked separately, because they mean very different things.

Feedback capture

What users marked as wrong, kept next to the trace that produced it so it can be reproduced.

Alerting that reaches someone

Thresholds agreed with you, routed to the channel your team actually watches.

Technology

What we build it with.

Standard tooling wherever possible, so you are not locked into anything we chose.

Open standards, so the data can move if you change platform later.

  • OpenTelemetry
  • Langfuse
  • Grafana
  • Datadog
  • CloudWatch

Why INCI Tech

An entire team, for less than one hire.

Why put a single internal developer on the payroll when you can have designers, engineers, DBAs and infrastructure people. For a fraction of the cost, and without the hiring risk.

Schedule a free consultation
  • Scale without friction

    Our experts manage the technology while you focus on growing the business.

  • No budgeting surprises

    All-inclusive coverage at a flat monthly rate, itemised up front.

  • Protected by default

    Your business and your data are safeguarded against intrusion and the unforeseen.

  • A consultative approach

    Industry-specific solutions built around your constraints, not a generic playbook.

How a build runs

Five stages, in this order.

  1. Stage 01

    Discovery

    We establish the real problem, the users and the constraints before proposing anything.

  2. Stage 02

    Design

    Approach and scope, reviewed with you before any production work begins.

  3. Stage 03

    Build

    Agile sprints with something working at the end of each, not a status report.

  4. Stage 04

    QA & launch

    Testing and performance checks, then a release with a rollback path.

  5. Stage 05

    Support

    The team that built it keeps it running. Monitoring, patching and improvement.

Web work

Recently shipped.

All case studies

Client feedback

What clients say about our web work.

“It wasn't my first experience of cooperating with dedicated development teams, but this time I was really impressed by the developers' professionalism. I would totally recommend INCI Tech as a trustworthy software development partner.”
SK

Shariq Khan

Marketing Manager, Qatar Detergent Company

“Excellent service. I would like to give my sincere thanks to the INCI Tech team for their outstanding commitment to our WordPress development project.”
SS

Shuaib Siddiqui

Entrepreneur, SCSI Geeks

“They understood my vision, delivering a flawlessly designed WordPress website that engages users seamlessly. Their technical expertise ensured a responsive, optimised site across devices.”
SZ

Dr. Samina Zamindar

M.S., D.O. (Ophth)

Contact us

Tell us what you're building.

Thirty minutes with an engineer, before anyone writes a proposal. We'll tell you honestly whether we're the right fit.

91-22-4969-2366

What happens next

  1. 1

    We schedule a call at your convenience

  2. 2

    We run a discovery and consulting session

  3. 3

    We prepare a proposal

We reply within one business day.

Let's build it properly.

Fifteen years, 1,200 projects, and a team that stays after launch.