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Services / AI and ML

Bring AI into
a working system.

Define the user’s action, prepare examples and evaluate the model. Then connect the output to the application and human review.

01

Data and evaluation criteria

Start with one operation: find a clause, process a document or inspect an image. Define the expected output and the failures that matter to the workflow.

02

Model evaluation

Keep tuning examples separate from the evaluation set. Check quality, response time and behaviour when evidence is missing.

03

Integration and human review

Connect the output to the working interface through an API. Agree access, monitoring and the point at which a person must decide.

01 / Novera RAG · prototype

Find answers in your company’s knowledge.

For teams looking for policies, decisions and instructions across documents. Get an answer alongside the passage that supports it.

Explore the prototype
Novera RAGKnowledge base

Interactive example · sample data

Try:
Answer with a source

The product owner approves a requirements change after its schedule impact has been assessed. The analyst records the decision in the change log.

Exact document passages for your question.

Runs in your browser
DOC-01 · § 4
The product owner approves a requirements change after its schedule impact has been assessed. The analyst records the decision in the change log.

Every answer can be checked

Open the exact passage beside the answer. The document remains the basis for the decision.

What is the salary?No evidence found

Try a question about requirements, access or data refresh.

When no passage is found

If no passage matches, the example suggests another question.

02 / TalentFlow AI · prototype

Compare vendor submissions against one request.

For IT staffing procurement: role, rate and criteria in one request, CVs from multiple vendors, and a top five with match percentages, evidence and open questions.

Explore the prototype
TalentFlow AIIT specialist procurement

Interactive example · sample data

Vendor proposals

8 sample CVs loaded

Vendor A3 CV

P-A-01 · P-A-02 · P-A-03

Vendor B2 CV

P-B-01 · P-B-02

Vendor C3 CV

P-C-01 · P-C-02 · P-C-03

Top five for the request

7 proposals within budget · 1 over budget

  1. 01P-A-01Vendor A72 USD/h100%
  2. 02P-A-02Vendor A64 USD/h87.5%
  3. 03P-B-01Vendor B78 USD/h87.5%
  4. 04P-A-03Vendor A68 USD/h85%
  5. 05P-C-02Vendor C74 USD/h82.5%
How fit is calculated

Evidence-weighted points / selected weights × 100%. Confirmed: full weight; partial: half; unknown: zero. Proposals over budget are excluded. Ties use the lower rate, then CV ID.

The percentage compares evidence in sample CVs. A person makes the hiring decision.

Runs in your browser
P-A-0287.5% fit
Python35/3535/35
SQL25/2525/25
APIs and integrations12.5/2512.5/25
Automated tests15/1515/15

Check the score against the CV passage

Integration evidence is partial in this sample profile: 12.5 out of 25. The gap is visible before an interview.

Request budget80 USD/h

P-C-01 · Vendor C88 USD/h

Over budget · excluded from the top five

Budget is checked before ranking

One role, one set of criteria and the same budget for every vendor.

03 / Vision Control · prototype

Make visual inspection a reviewable workflow.

For manufacturing and quality teams: connect an image, an inspection region and an operator’s decision. Start with a defect that can be reliably seen in your images.

Explore the prototype
Vision ControlVisual inspection

Interactive example · sample data

Line overviewIllustrative scene · 01
Illustrative scene: three packages on a line beneath a camera and lights.
Selected regionSeal region

Runs in your browser
Seal region of the central package in the illustrative sceneSeal region · illustrative example

See the detail in its line context

The original image and selected region show exactly what needs inspection.

Seal regionReviewed by the operator
ConfirmedThe decision can be undone

A person makes the final call

Confirm or dismiss an event in the interactive example, then revise the decision.

What do you want to build?

Tell us about your project and current system. Let’s discuss how we can work together.

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