AI Intelligence & Technology Monitoring

Artificial Intelligence Monitoring and Analysis Services

Ten services covering the whole subject, from continuous technology watch to a one-off feasibility study, each designed to answer a different question and combined into a single set-up when needed.

Organisations rarely need everything at once. Some want a stable reading of a fast-moving field; others have a supplier to choose, a regulatory deadline to prepare for, or a project to validate before committing a budget to it. Each service below answers one of those situations.

They are designed to be assembled. A regulatory watch gains from a technology watch that shows what is coming; a benchmark gains from a feasibility study that tests the assumptions. We propose the combination during the scoping conversation, and only the parts you actually need.

Service catalogue

Client issue: Your teams follow the field in fragments, each from their own reading list. Nobody has a consolidated view, and the executive committee keeps asking a question nobody can answer in one page: what actually changed.

A continuous reading of how artificial intelligence technologies evolve on the subjects you have chosen, separating the capability changes that affect your organisation from the announcements that will never reach it.

Method

  • We define the technical perimeter with your teams, including the subjects deliberately excluded from it.
  • We select primary sources: technical documentation, model cards, release notes, research publications and official registers.
  • We track changes continuously and separate announcements from confirmed general availability.
  • We assess each change against your constraints rather than against the field in general.

Deliverables

  • A weekly or monthly technology bulletin on your perimeter
  • Immediate alerts when a change affects a system you already operate
  • A tracking table of capabilities, versions and availability status
  • A quarterly synthesis written for a governance body

Intended for

  • Chief technology officers and technical directors
  • Innovation and research and development teams
  • Enterprise and solution architects
  • Digital transformation and information system managers

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Client issue: A workflow that ran correctly for months starts producing different results, or a deprecation notice gives you a few weeks to migrate. Nobody was watching the release notes, and the discovery happens in production.

Systematic tracking of the models, versions, interfaces and tools you depend on, so that a deprecation, a behaviour change or a new usage condition never reaches you as a surprise.

Method

  • We build the inventory of models, interfaces and tools to be followed, with your teams.
  • We identify for each one the authoritative source of change: release notes, status pages, licence texts and registers.
  • We monitor those sources continuously and verify each change against the original publication.
  • We assess the operational impact on your systems and on the projects that depend on them.

Deliverables

  • Immediate alerts on deprecations, breaking changes and revised usage terms
  • A maintained tracking table of models, versions, dates and conditions
  • A monthly summary of what changed across the whole inventory
  • A short comparative note when a new model is a credible replacement

Intended for

  • Technical teams operating systems built on external models
  • Product managers responsible for features that depend on those models
  • Information system and infrastructure managers
  • Purchasing and vendor management teams following contractual conditions

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Client issue: Three suppliers have presented three convincing demonstrations. Their documentation is not comparable, their claims cannot be verified from the outside, and a choice has to be justified in front of a committee within weeks.

A structured comparison of professional artificial intelligence solutions against criteria that reflect your own constraints, so that a supplier choice can be documented and defended.

Method

  • We define the criteria and their weighting with the technical, legal and business stakeholders concerned.
  • We establish the list of candidates, including options your teams had not considered.
  • We gather documentation, licence texts, service commitments and independent evaluations for each one.
  • We assess every candidate against the same grid, noting the origin and reliability of each element.

Deliverables

  • A comparative report with the grid, the assessments and their sources
  • A criteria matrix that your teams can reuse for a later comparison
  • A short synthesis written for a decision-making committee
  • A note on contractual conditions, reversibility and vendor dependency

Intended for

  • Purchasing departments and procurement teams
  • Chief information officers and technical directors
  • Legal and compliance teams reviewing contractual conditions
  • Business departments sponsoring the deployment

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Client issue: You know that obligations are coming, that some already apply, and that your sector regulator has its own reading of them. What you do not have is a calendar that says what concerns you and by when.

Continuous monitoring of the rules that apply to artificial intelligence in your sector: legislative texts, regulator positions, standards and the ethical expectations your stakeholders now express.

Method

  • We map your uses of artificial intelligence and the jurisdictions that apply to them.
  • We identify the texts, regulators and standardisation bodies relevant to each use.
  • We monitor legislative work, guidance, consultations, decisions and enforcement continuously.
  • We convert each development into a dated implication for the uses concerned.

Deliverables

  • A compliance calendar mapping obligations, dates and the uses concerned
  • A monthly regulatory bulletin covering texts, guidance and decisions
  • Immediate alerts when a deadline changes or a regulator publishes a position
  • A note on the ethical expectations appearing in tenders and contracts

Intended for

  • Legal directors and compliance officers
  • Data protection officers and risk managers
  • Public affairs and institutional relations teams
  • Executive committees accountable for regulated deployments

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Client issue: Everyone in your sector says they are using artificial intelligence. Nobody says on what, at what scale, or with what result. Your management wants to know where your organisation actually stands.

A documented reading of how artificial intelligence is actually used in your industry, separating the deployments that reached production from the pilots, and communication from measurable practice.

Method

  • We define the sector perimeter, the functions concerned and the comparable organisations to include.
  • We collect public material: annual reports, tenders, regulatory filings, conference material and press.
  • We qualify each use by maturity stage, from announcement to production deployment.
  • We identify the conditions that made each deployment possible, and those that blocked others.

Deliverables

  • A sector analysis structured by business function
  • A maturity table distinguishing announcements, pilots and production deployments
  • A note on the conditions that determine whether a use case works
  • A positioning comparison between your organisation and comparable ones

Intended for

  • Strategy and business development directors
  • Business department heads assessing where to start
  • Innovation and transformation teams
  • Professional federations and sector bodies

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Client issue: A competitor announces a capability you do not have. A supplier you depend on is acquired. You need to know what is real behind those movements before you react, and before your board asks.

Structured monitoring of the players who shape artificial intelligence in your market: model developers, software publishers, integrators and the competitors whose moves change your own options.

Method

  • We establish with you the list of players to follow and the reason each one matters.
  • We define the signals to track for each category, from product releases to recruitment and funding.
  • We monitor public sources continuously and verify every significant movement at source.
  • We analyse the dependency chains behind each offer, including licences and infrastructure.

Deliverables

  • A mapping of players, positioning and dependencies in your market
  • Individual player profiles updated at the agreed frequency
  • Immediate alerts on acquisitions, partnerships and significant product moves
  • A monthly competitive bulletin with analysis of what changed

Intended for

  • Strategy and market intelligence teams
  • General management and executive committees
  • Marketing and product management
  • Business development and partnership teams

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Client issue: You do not want to hear about a technology when it appears in the general press. By then your competitors have been testing it for a year and the useful head start has already been spent.

Early identification of the approaches, architectures and tools likely to become relevant to your activity, with an honest assessment of how far each one is from usable maturity.

Method

  • We define the fields to watch upstream, starting from your activity rather than from the field itself.
  • We monitor research, open repositories, technical communities and conference programmes continuously.
  • We filter signals for reproduction, independent implementation and licensing viability.
  • We assess the maturity of each retained signal and the distance from your context.

Deliverables

  • A watch list of emerging approaches with maturity levels
  • Detection notes on signals that concern your activity directly
  • A quarterly synthesis of what moved on the observation list
  • An assessment of the distance between an approach and its usability for you

Intended for

  • Research and development teams
  • Innovation directors and technology scouts
  • Chief technology officers preparing architecture choices
  • Investment and corporate venture teams

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Client issue: A committee meets in six weeks and expects a documented position on artificial intelligence. Your teams have fragments, no time to consolidate them, and no appetite for a hundred-page document nobody will read.

A documented answer to one precise question on artificial intelligence, written for the people who will read it and sourced so that it can be reused internally without further research.

Method

  • We refine the question with you until it corresponds to an actual decision.
  • We agree the perimeter, the audience, the structure and the delivery date in writing.
  • We conduct the research from primary sources, verifying each element at origin.
  • We submit an intermediate point when the assignment is long enough to justify it.

Deliverables

  • A complete report structured around your question, fully sourced and dated
  • A standalone one-page summary usable without the rest of the document
  • Supporting tables, comparisons or mappings when the subject requires them
  • A presentation of the findings to your committee or team

Intended for

  • Executive committees and boards
  • Strategy and planning departments
  • Public institutions and regulatory bodies
  • Media organisations preparing substantive coverage

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Client issue: Some information loses its value in days. A vulnerability disclosure, a change of usage terms or a supplier acquisition needs to reach the right person immediately, not in the next weekly summary.

A fast notification channel for the events that cannot wait for a bulletin: deprecations, security disclosures, contractual changes, regulatory decisions and competitor moves affecting you.

Method

  • We define the alert categories, thresholds and recipients with you.
  • We identify the authoritative source for each category of event.
  • We monitor those sources continuously across the agreed perimeter.
  • We verify every candidate event at source before any alert is sent.

Deliverables

  • Immediate alerts on the agreed categories, verified and sourced
  • A short impact note attached to each alert
  • A consolidated alert record kept over the assignment
  • A periodic review of alert volume, relevance and thresholds

Intended for

  • Information security and risk teams
  • Technical teams operating systems in production
  • Legal and contract management functions
  • Communication teams that may need to respond publicly

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Client issue: A project has been proposed internally, a budget is being prepared and a supplier is already involved in the discussion. Before committing, your management wants an assessment from someone with nothing to sell.

An independent assessment of whether a planned artificial intelligence project is realistic given your data, your constraints and the state of the technology, before budget is committed to it.

Method

  • We examine the project as described, with the team that proposed it.
  • We identify the assumptions on which the project depends, including implicit ones.
  • We assess technical viability against documented capabilities rather than announcements.
  • We review the data conditions, the regulatory constraints and the contractual dependencies.

Deliverables

  • A feasibility report with an explicit and argued conclusion
  • An inventory of the assumptions the project depends on, each assessed
  • A note on regulatory, contractual and data constraints
  • A list of the conditions to be met, or the tests that would settle open questions

Intended for

  • Executive committees and investment committees
  • Project sponsors and business department heads
  • Chief information officers and technical directors
  • Public bodies assessing a funded programme

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Not sure which service fits your question?

Describe the decision you have to take and the timeline you are working with. We will tell you which of these services is relevant, and which is not.

Every request is reviewed confidentially. No commitment is required to discuss a scope of work.