AI Commercial Systems & Automation

Automate the commercial work your team repeats every week.

A focused 3–4 week AI workflow automation implementation for sales, business development and marketing teams that spend too much time on prospect research, data enrichment, scoring, CRM updates, reporting, publishing or other recurring commercial work. We take one high-value process and build a working, human-controlled system around it.

What this service solves

If valuable people are repeatedly copying data, researching the same types of companies, updating spreadsheets or CRM records, prioritising prospects manually, preparing recurring reports or moving content between tools, the problem is usually not “we need more AI”. The problem is that a useful workflow has never been designed end to end.

Typical systems we build

  • Prospect and account research: structured company research, enrichment and summaries from approved sources.
  • Scoring and prioritisation: lead, partner, buyer or supplier qualification against client-defined criteria.
  • CRM and database operations: cleaning, classification, tagging, enrichment, synchronisation and recurring reporting.
  • Commercial content workflows: controlled preparation of briefs, drafts, multilingual content, metadata or publishing tasks.
  • Cross-system automation: repeatable work connecting databases, APIs, CRM, CMS and internal tools.

How the implementation works

We map the current process, data sources, rules, hand-offs and failure points; build the smallest useful system; test it on real working data; then document the logic so your team can operate and extend it. A typical first implementation takes approximately 3–4 weeks and focuses on one commercially meaningful workflow.

Human control by design

AI can research, classify, score, summarise and prepare drafts. People remain responsible for high-impact commercial, legal, financial, reputational and strategic decisions. We do not build autonomous spam engines or systems that remove accountability from the team.

Best fit

Best for companies that already have a defined process, real data and a recurring operational bottleneck. Not for: generic AI-transformation programmes, open-ended software development or a request to “add AI” without a clear business process and useful output.

Workflow and data map: the process, bottlenecks, inputs, outputs and human decision points clearly defined.
Working AI-assisted workflow connected to the relevant data sources, APIs and existing business tools.
Business rules for research, enrichment, scoring, prioritisation, reporting or content — depending on the use case.
Validation, exception handling and explicit human-review points so the system can be trusted in day-to-day work.
Documentation, handover and a practical before/after baseline where time, capacity or data quality can be measured.
AI workflow automation for commercial research, scoring and business operations
Map Build Run

We define one high-value workflow, the data it uses, where time is lost, what should be automated and what must remain human.

We connect the required data, AI models, rules, APIs and existing tools, then test the workflow on real working cases rather than a generic demo.

We validate the output, define exception and review rules, document the system and hand over a workflow your team can actually operate.

What you receive

  • First implementation: 3–4 weeks
  • Focus: one high-value system
  • Rule: human approval where required

Have a workflow worth automating?

Send us the process that consumes too much time or produces inconsistent results, the tools or data involved and the output your team needs. We will tell you whether it is a good fit for a focused 3–4 week implementation.
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