AI & AutomationARTIFICIAL INTELLIGENCE

AI diagnostics and scoring: evaluate, score and recommend automatically

We build evaluation engines that collect answers or data, compute a score and generate recommendations and a personalized report for each person — with no one reviewing it by hand. The proof? The assessment on this very site works exactly like this.

CMMI Level 2
5.0★ on Clutch
200+ projects
Code 100% yours · MTY + Texas

An AI diagnostic is an evaluation and scoring engine: the user answers a questionnaire or provides data, the system computes a score based on a model we design with you, and the AI writes recommendations and a personalized report delivered instantly.

The demonstrable part is that the assessments on this very site (the ones at /diagnostico) are built with exactly this logic: smart questionnaire, scoring engine, AI report and automated delivery. That same pattern can be productized for your business — qualify leads, evaluate maturity or risk, recommend products or services — without starting from scratch.

Why iTechDev

Fixed budget

Scope and price defined before we start. No hourly billing, no ambiguous scope.

Code 100% yours

All code and configuration are your property from the first commit. No vendor lock-in.

Progress every 2 weeks

Live functional demos each sprint. You see real progress, not a months-long black box.

Engineering with process

CMMI Level 2, 5.0★ on Clutch and 200+ projects. Nearshore team in Monterrey + Texas, in your time zone (CST).

When you need it

You want to qualify leads automatically (lead scoring): the system prioritizes who is ready to buy and routes them to sales with no manual work.
You need to evaluate the maturity or risk of a customer, a process or a project, and deliver a level and an action plan consistently.
You want a recommender: based on a few answers, suggest the product, plan or service that best fits each person.
You have a questionnaire or audit that someone scores by hand today, and you want the calculation and the report to be automatic and identical for everyone.
You want to generate leads and deliver value from the first touch: a free self-assessment that hands over a useful report and captures a qualified contact.
You need every evaluation to end in a personalized report (PDF or email) without your team writing each one by hand.

What it includes

Scoring model design

We define with you the dimensions to evaluate, the weight of each question and the score ranges (levels). The criteria are explicit and auditable, not a "black box".

Data capture and questionnaire

A smart form or questionnaire with branching logic: the next questions depend on previous answers, so you don't over-ask and reach a precise diagnosis.

Branching logic

Rules that adapt the path and the calculation to the profile: different routes for different industries, sizes or maturity levels, without duplicating the questionnaire.

AI report generation

The AI turns the score and the answers into a readable report: diagnosis, strengths, gaps and prioritized recommendations, written for your business and your tone.

Automated delivery

Orchestration with n8n to deliver the report (PDF or email) instantly, notify your team and register the lead in your CRM or marketing tool.

Results dashboard

A view of completed evaluations, their scores and their segmentation, so sales and marketing act on data rather than intuition.

How we work

1

Define the model

We agree on what you want to evaluate and why (qualify, recommend, measure maturity/risk). We design the dimensions, the questions and the scoring formula.

2

Build the engine

We implement the questionnaire with its branching logic, the score calculation and the AI report generation, connected to your identity and tone.

3

Automate delivery

We connect the report delivery, the internal notifications and the integration with your CRM or marketing via n8n, so the whole flow is automatic. Deliverable: a working delivery and notification flow wired to your real tools.

4

Launch and handover

We publish the engine on your site or app, validate the full end-to-end journey (questionnaire → score → report → CRM) and hand over the code and the scoring configuration. Deliverable: the engine in production and code that is 100% yours, editable by your team, with no vendor lock-in.

5

Measure and tune

With the first results we review the scoring weights and the recommendation copy, until the diagnostic reflects your business criteria well. Deliverable: a calibrated scoring model and recommendations tuned with real data.

Tech stack

The tools and platforms we build it with — chosen for your problem, not for hype.

GPT-4o/ClaudeScoring enginePythonFastAPIn8nPostgreSQLpgvectorReportes PDF/EmailCRM/WebhooksRESTRedisReactNext.jsPydantic

Frequently asked questions

Do you have real proof this works?

Yes, and you can use it right now: the diagnostics on this very site (at /diagnostico) are exactly this kind of engine — questionnaire, score calculation, AI report and automated delivery. It is not a simulated demo: it is the same pattern we productize for your business.

What use cases does an AI scoring engine fit?

The most common: lead scoring (qualify and prioritize prospects), maturity or risk assessments, product or plan recommenders, and questionnaires or audits that are scored by hand today. If your process collects answers or data and ends in a score and a recommendation, it fits.

Is the score a "black box" or do I understand how it is calculated?

We design it to be explicit and auditable: you decide the dimensions, the weights and the ranges. The AI is used to write the recommendations and the report in natural language, not to invent the score. You can always see and adjust the logic behind each result.

How does the report reach the user and my team?

It is generated instantly when the evaluation ends and delivered as a PDF or by email. In parallel, with n8n we notify your team and register the lead with its score in your CRM or marketing tool, so commercial follow-up starts with no manual steps.

Does it integrate with my CRM and current tools?

Yes. Orchestration with n8n lets us connect the engine to the CRM, email marketing and other tools you already use, so every evaluation feeds your existing sales process instead of creating a separate silo.

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