Built for analysts & researchers · Europe

AI automation
for the public sector.

More time to understand a changing world. Less time collecting, sorting and preparing information.

We build research workflows for public-sector teams, political consultancies and geopolitical risk firms.

Target: 2–3 hours saved per day, per analyst.
Better sources. Less manual research. More time for judgment.

Conceptual glass globe with metallic data layers, connecting international research and automation
International perspective. Connected workflows.Concept illustration
Designed forPublic-sector research teamsPolitical consultanciesGeopolitical risk consultancies

Your time-saving target

2–3 hours

Per day. Per analyst.

A time-saving target for suitable analyst workflows. Actual savings depend on the process and are measured in the pilot.

Spend your time
on the interpretation.

Monitoring sources and preparing information can consume time before analysis even begins. We automate suitable repetitive steps so your team can focus on context, judgment and the implications that matter.

  • 01 Identify where the time goes.
  • 02 Automate a clearly defined workflow.
  • 03 Measure the saving, including human review.

Time returned to analysis

9,000+

Hours already saved for analysts.

Cumulative analyst hours saved across Swelln automation projects.

Better sources. Stronger research inputs.

Go beyond the same headlines.

Build a source mix around the question you need to answer—not just the easiest information to find.

  • Primary and official sources where available
  • Regional and local-language reporting
  • Specialist publications relevant to your brief
  • Source links and context for analyst verification

Research workflow automation

From information overload
to work that moves.

Practical AI automation for the daily work around public policy, political research and geopolitical risk analysis.

01 / WORKFLOW

Source monitoring

Follow selected policy, regulatory and geopolitical sources. Bring relevant updates into one organised feed, with links back to the originals. Prioritise primary, regional and specialist sources matched to your research brief.

A focused research queue.
02 / WORKFLOW

Research triage

Filter by topic, country or brief. Group related updates and flag duplicates so analysts can prioritise what needs attention.

Less repetitive sorting.
03 / WORKFLOW

Briefing preparation

Turn selected material into structured first drafts with source references, ready for an analyst to check and refine.

A starting point for analysis.
04 / WORKFLOW

Document processing

Extract agreed fields from reports and documents, then organise them for comparison or further research.

Information in a usable format.
05 / WORKFLOW

Project delivery

Connect research inputs, internal review and reporting templates. Route drafts and follow-up tasks to the right people.

Smoother research handoffs.
06 / WORKFLOW

Knowledge & administration

Organise approved research, update project records and reduce repeated copying between your team’s tools.

Less admin around the work.

A workflow, made tangible

Your next briefing.
With a better starting point.

One example of how monitoring and briefing preparation could fit together. Configured to your sources, priorities and review process.

ILLUSTRATIVE WORKFLOW / POLICY & GEOPOLITICAL MONITORINGConfigured for your team
01 / COLLECT

Selected sources

Bring updates from agreed feeds, publications and documents into one place.

02 / ORGANISE

Relevant signals

Filter for topics and regions. Group related items and surface source links.

03 / PREPARE

Draft briefing

Arrange selected material in your briefing format for review.

04 / REVIEW

Analyst judgment

Check accuracy, add context and approve what reaches the reader.

Human review is part of the workflow. Your analysts retain control of the final interpretation.

Specialist context. Practical systems.

Built for teams
making sense
of the world.

Delivered project / Anonymous

Political research automation

We have developed research automation for political analysts and public-sector entities, including political consultancies. That experience informs how we approach repetitive research work.

Public-sector analysts & researchers

Support policy research, document preparation and internal reporting. Build workflows around your team’s responsibilities, approved information sources and review requirements.

Political consultancies

Organise policy developments and research inputs, prepare draft briefs and make project handoffs easier across your team.

Geopolitical risk consultancies

Structure country and issue monitoring, reduce repeated information gathering and support timely client deliverables.

Working across Europe

Based in Budapest, we work with European teams. Source languages, regional coverage and reporting formats are agreed for each workflow.

Anonymous case studies

Three workflows.
More time for the work that matters.

Example implementations for political and geopolitical intelligence teams. Savings and Western Europe pricing are reference ranges; scope and outcomes vary.

Case study 01 / Client confidential

Political Disinformation & Hate Speech Monitor

Monitor selected news and public sources for potential political disinformation and hate-speech signals. Gather content, surface affiliation context and prepare daily monitoring briefs for analyst assessment.

10–15 hoursper week, per analystReference time saving. Equivalent to 2–3 hours per working day.

Client role

OSINT Analyst

One-time setup

€2,500–€4,000Reference implementation fee

Ongoing service

€800–€1,500 / month

Managed subscription including API running costs, maintenance and regular updates. Setup covers custom keyword configuration and deployment.

Case study 02 / Client confidential

Corporate Political Due Diligence & M&A Risk Scanner

Bring corporate background research, regulatory registry checks and sanctions screening into a structured workflow. Prepare draft PDF memos with source references for review by the deal or compliance team.

8–12 hoursper deal / target entityReference time saving. Savings assessed per target, not per analyst day.

Client role

Compliance Analyst

One-time setup

€3,500–€5,000Reference implementation fee

Ongoing service

€150–€300 / report

Or €1,200–€2,500 per month for up to 20 deal scans. One-time setup covers workflow customisation. Reports support professional review and do not replace complete due diligence.

Case study 03 / Client confidential

Regional Conflict & War Zone News Synthesizer

Combine regional and non-English news feeds, translate relevant material, remove duplicate updates and prepare structured situation-report drafts. Analysts review the sources and context before distribution.

12–18 hoursper week, per teamReference time saving. Team-level savings; not a per-analyst claim.

Client role

Geopolitical Analyst

One-time setup

€4,000–€6,000Reference implementation fee

Ongoing service

€1,500–€3,000 / month

Managed intelligence-feed subscription. Setup covers regional feeds and relevance mapping; update frequency is agreed around source availability.

Indicative pricing, not a fixed quotation. Final fees, usage limits, data access and review requirements are agreed in the project scope.

Development & implementation

Start with one process.
Prove what improves.

A focused implementation, from understanding the work to a system your team can use.

01 / MAP

Find the right starting point.

We review the workflow, time spent, source quality and tools. Together, we agree the scope, data access and review requirements.

02 / BUILD & TEST

Develop a working pilot.

We connect the agreed tools and test with representative inputs. We compare output quality and total time with the current process.

03 / IMPLEMENT

Put it into daily use.

We implement the workflow, explain the review steps and hand it over to your team. Ongoing support needs are agreed in the project scope.

Before we start

Clear answers.
Practical expectations.

What is AI automation for the public sector?

It connects routine research and administrative steps: collecting information, sorting documents, preparing draft summaries and routing work for review. Swelln develops and implements these workflows around your team’s tools and responsibilities.

Can analysts really save 2–3 hours per day?

That is a target to assess, not a guaranteed result. We start by measuring time spent on repetitive tasks, then compare the pilot with the existing process, including the time needed for review and corrections. The achievable saving depends on your workflow, source quality and volume.

Do you work with private political and geopolitical risk consultancies?

Yes. Alongside public-sector teams, our focus includes political consultancies, geopolitical intelligence firms and geopolitical risk consultancies across Europe. The systems support research delivery, monitoring and internal operations.

Can the workflow retain sources and human review?

We can design source links, timestamps and review steps into the workflow. Analysts check drafts and interpretations before publication or delivery. The exact checks are agreed for each project.

What about sensitive information and existing tools?

Before implementation, we agree which information may enter the system, who can access it and which tools or AI providers are suitable. Integration depends on your systems and permissions. Hosting, retention and any restricted-data requirements are scoped before a pilot.

How do we start, and what does it cost?

Book a 30-minute meeting to discuss one repetitive workflow. After reviewing the process and integrations, we propose a scope, timeline and price. The case studies above include reference pricing. Final savings, delivery time and fees depend on the agreed scope.

A better research day starts here

What would you do
with 2–3 hours back?

Bring one repetitive task to a 30-minute conversation. We’ll explore where automation could help your team.

Book a meeting

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