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KarminaAI StudioAgents · Services · Training
MISTRAL CONSULTATION · DOCUMENTS, KNOWLEDGE AND TEAM
Your knowledge,
in use with Mistral.
We convert recurring documents and tasks into concrete uses of Mistral: team assistance, document extraction and agents with sources. From initial consulting to integration and support, with Brain as the guiding thread of knowledge.
DOCUMENTS WITH CONTEXTto the reviewable camp.
- Service
- Content
- Origin
- Catalog · page 1
- Terms and Conditions
- Pending to validate
DOCUMENT AIASSISTANTSINTERNAL FUNDSAPIADOPTION
THE START POINT
- Documents to be reread or transcribed.
- Abstracts without clear references.
- An assistant who does not know the company’s criteria.
From the saved document to the knowledge that can be used.
Catalogues, procedures, proposals and presentations contain useful knowledge, but it is often difficult to find and reuse it. Let’s analyze which documents need to be read, what fields need to be extracted and what questions the teams need to be able to solve.
We work with Mistral’s assistant — Mistral Vibe, formerly Le Chat — and with API services when a project requires a custom integration. The configuration responds to work, access and the level of supervision needed.
KARMINA BRAIN · APPLIED KNOWLEDGE
Brain puts order before putting documents to work.
We identify master sources, versions, managers and permissions. With this base we design libraries or recovery mechanisms that can be reviewed and maintained according to the chosen Mistral environment.
THE STARTING MATERIAL
- Current procedures
- Catalogues and cards
- Training materials
- Examples of brand
- 01
Inventory
We separate valid, duplicate and pending validation material.
- 02
Structuring
We prepare documents, metadata and extractions in relation to the original.
- 03
Connect
We configure the necessary access for the use case and the authorized account.
- 04
Review
We correct errors and remove old versions with an assigned responsible.
ILLUSTRATIVE EXEMPLARY · MISTRAL
What points in the catalog answer this brief?
It explains the working criterion; it is not a real response from the tool.What we prepareThe assistant prepares a selection of capacities, identifies the document of origin and marks the points not covered.
What's left to validateA person validates the commercial fit and any commitment before drafting the final proposal.
The knowledge that is validated in a consultation becomes part of the maintenance work, dated and responsible.
Brain is part of how we deliver service. It is the cross-cutting program of Karmina to connect knowledge, people, tools and processes. The tasks of consultation, configuration and support are detailed in the proposal.
CONSULTANCY AND IMPLEMENTATION SERVICES
What you can do with Mistral.
Consulting, configuration and continuous service according to your starting point. We specify volume, responsibility, dependencies and acceptance criteria before starting.
Map of documents and priority uses
We review formats, volume, quality and manual work. We choose a first process that can be tested without exposing the entire repository.
US FREEM
Documentary inventory and implementation plan by phases.
Mistral Assistant Configuration
We prepare writing uses, synthesis and work with documents for each team. We agree on instructions, authorized materials and review criteria.
US FREEM
Work environment and use guide adapted to the roles.
OCR and document extraction
We configure the reading of PDF and compatible images, preserving the relationship with the original. We check tables, fields and omissions on a representative sample.
US FREEM
Documentary flow with structured outputs and quality controls.
Libraries and search with sources
We organize consultable material and design the recovery of fragments. We provide questions with conflicting documents or absent information.
US FREEM
Library or query system with documented sources and permissions.
Specialized assistants by function
We define agents to prepare briefs, compare documents or solve internal queries. We define what they can read and what they can propose.
US FREEM
Agent with mission, examples and limits of action.
API connected to the process
We bring authorized extractions and summaries to workflows with n8n or specific development. We include validations before writing in other tools.
US FREEM
Documented integration with limited error and retry management.
Deployment and data options
We coordinate with technology the evaluation of accommodation, models and data requirements. We check the conditions of the specific service and the license if it is considered proper deployment.
US FREEM
Proposal of architecture and distribution of responsibilities.
Adoption and maintenance of knowledge
We accompany actual use, review unresolved questions, and update documents and instructions. We adjust the service to the changes of the company.
US FREEM
Review routine, applied training and backlog of improvements.
POSEM CONTEXT A MISTRAL
Where it makes sense to start with Mistral?
In a first conversation we can understand the process, the tools you already have and the priorities of the team before specifying an intervention.
Video call · free · no obligationLet's talk on a video call ↗A short conversation to understand your starting point and bring clarity.
POSSIBLE APPLICATIONS
Three ways to turn documents into useful work.
Select a process to see what we would design and where the team intervenes. They are examples of service, not customer cases or automations in execution.
ILLUSTRATIVE EXEMPLARY
From PDF to information that the team can review.
For catalogs and cards that are transcribed manually today.
- 01Select documents
- 02Extract with OCR
- 03Structuring the camps
- 04Contrast with the original
- 05Validate the registry
WHAT'S PREPARED
Preliminary table with origin and fields pending verification.
WHERE A PERSON INTERVENTED
OCR can confuse figures, tables or formats. Critical fields are reviewed.
Testimonial Proposal · Pending ValidationText written for this landing page. This is not a literal quote from Paloma Rodiles.
Putting documents within the reach of an assistant requires knowing who are in force, who validates them and what we can conclude from them. With Mistral, reading and extraction must maintain this relationship with the source and the person reviewing.
TWO IMPLEMENTATION LEVELS
assistance to the team. integration into the process.
We can start with everyday work and build an integration when volume or repeatability justifies it.
Assisted Use
The team works with the assistant and authorized materials.
- Guides for writing, synthesizing and comparing.
- Selected documents and shared criteria.
- Review of each deliverable.
Integrated Documentary Flow
An application coordinates reading, extraction and validation.
- API and defined formats.
- Data controls and errors.
- Technical maintenance agreed.
The fact that the supplier is European does not determine by itself the location of all the data or the fulfillment of the requirements of your project. Service, contract and configuration are reviewed.
WHAT'S IN YOUR ORGANIZATION
What’s left in your hands.
We work on behalf of the client and provide documentation so that the team can understand, review and continue the work.
- Inventory and documentary quality criteria.
- Mistral user guides per team.
- Documents and libraries within agreed scope.
- Extraction flow or agent tested with examples.
- Map of access, revisions and responsibilities.
- Plan for updating knowledge.
THREE MANNERS OF WORKING FOLLOWS
A service with a defined scope, team and continuity.
We can start with a diagnosis, implement a system or accompany the operation. The specific budget deliverables, dependencies, responsibilities and coverage.
Documentation and fitting
Decide where to start with a representative sample.
- Inventory
- Documentary test
- Full route
A system of consultation or extraction
We build a defined process that the team can validate.
- Fonts and settings
- Pilot with users
- Documentation and transfer
The knowledge that remains
We review uses, documents and criteria over time.
- Sessions for Roles
- Updating sources
- Improvement of the process
IF YOU ALREADY HAVE A STARTING POINT
Tell us how you work today. Mistral.
A summary of the process, the teams involved and the expected result helps us prepare the conversation. For the first assessment, no credentials or sensitive data need to be shared.
TRAINING ON REAL WORK
Training with the documents you use.
We practice with authorized material and teach to check extractions, references and conclusions.
Business teams
Prepare briefs and review summaries or comparisons with the sources next to it.
Knowledge Managers
Maintain documents, versions and query criteria.
Technology
Understand the integration, accesses and supervision of the document flow.
MISTRAL KARMINA ECOSYSTEM DINS
The tool is part of a wider system.
These connections are activated when the project needs them. Each service provides a specific part of the knowledge, strategy, production or operation.
CLARGE BEFORE YOU START
Scope and responsibilities, in writing.
The service of Karmina, the licenses of the tool and the costs of third parties are differentiated in the proposal.
Reading is not validating
A correct extraction of text can contain erroneous data in the original. We define controls by field and use.
Access and confidentiality
The selection of libraries and connectors respects the authorized permissions. We do not charge the entire repository by default.
Availability and cost
Assistance, API, Document AI and infrastructure can have different contracting and consumption.
Human Responsibility
Summaries, comparisons and proposals are used as support. The team validates decisions and commitments.
COM SABREM IF IT WORKS
We measure usage and results.
Set a starting point and project indicators. We do not anticipate percentages of improvement without data.
Documentary Fidelity
Correct fields, omissions and relationship of each output with the source.
Usefulness of the query
Questions solved with sufficient support and well-scaled doubts.
Maintenance of knowledge
Revised sources, retired versions and time of correction of the material.
OTHER SERVICES FOR TOOLS
What could the next step be?
Consulting that we can evaluate according to your process. The links do not involve already configured integrations or you need all these tools.
CONSULTATION MISTRAL
What documents do you want to put to work?
We can start with a catalog, a process or the recurring questions of a team.
hello@karmina.aiIndependent consulting of Karmina AI Studio. Trademarks identify tools; they do not involve partnership or certification. the Revised Capabilities 31 August 2026, subject to plan and availability.
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