Back to success stories

Grant reporting operations

CDC

AI Escape helped CDC organize grants and outcomes into a consumable report: AI structured numerous grant outcome reports in many different formats into one 5-year report, checked citations, references, and authorships, organized initial grant documents across 100+ grants, built journal visualizations and statistics, and created LaTeX report themes for a 50+ page report.

Reporting system

One structured grant report.

The CDC work brought grant documents, outcome reports from many formats, citation details, journal-level metrics, and updateable report sections into one maintainable reporting format.

5 years Structured outcome reporting

AI helped identify and structure numerous grant outcome reports in many different formats into a single, structured report for the past 5 years.

100+ Grants organized

Initial grant documents across more than 100 grants were collected and organized for the reporting system.

References Citations and authorships checked

Researching and formatting citations included checking references and authorships before the report was finalized.

50+ pages LaTeX report themes

AI-built LaTeX themes helped keep brand guidelines and formatting requirements met across a 50+ page report.

Grant reports made usable.

What changed

Grant reports, made usable

CDC (Center for Disease Control) needed grant outcomes organized into a consumable report. AI Escape helped turn varied grant outcome reports into one structured view of the past 5 years, then made the report easier to maintain.

AI Escape helped identify and structure numerous grant outcome reports in many different formats, collect and organize initial grant documents across 100+ grants, and make the resulting report easier to maintain.

Grant reporting pathway

Inputs became sections.

  • Initial grant documents across 100+ grants
  • Grant outcome reports in many different formats
  • One structured report covering the past 5 years
  • Easy-to-update sections inside a 50+ page report
The reporting path organized inputs, outcomes, and updateable sections without showing private grant material.

Details made it work

The report needed more than document collection. AI Escape supported researching and formatting citations, checking references and authorships, and building visualizations and statistics across published journals so high-level organizational metrics could be included clearly.

The final reporting format also had to stay practical. AI helped build LaTeX themes for the reporting structures so brand guidelines and formatting requirements could be met across the 50+ page report, while the cleaned-up format made it easier to add or adjust sections later.

Reference and report theme path

Checks met formatting.

  • Citations researched and formatted
  • References and authorships checked
  • Published-journal visualizations and statistics prepared
  • AI-built LaTeX themes kept the report style consistent
The report system paired reference checks, journal metrics, and brand-aligned formatting.

Reporting architecture

Structure, checks, metrics, themes.

The reporting path stayed bounded: organize the grant material, normalize the report structure, verify references and authorships, summarize journal metrics, and package the result in an updateable 50+ page format.

Document ingestion

One 5-year structure.

AI helped identify and structure numerous grant outcome reports from many different formats into one consumable report covering the past 5 years.

Reference checks

References checked.

The work included researching and formatting citations while checking references and authorships so the report did not rely on unverified citation details.

Journal metrics

Journal metrics visualized.

AI Escape built visualizations and calculated statistics across published journals to provide high-level organizational metrics in the report.

Report themes

Themes kept 50+ pages consistent.

AI-built LaTeX themes reduced manual report styling while keeping brand guidelines and formatting requirements met across the report.

How the report came together

From inputs to themed report.

The reporting path made the report maintainable: bring in initial documents, structure the past 5 years of outcomes, check references, calculate published-journal metrics, and use LaTeX themes so formatting stayed consistent.

Collect

Organize 100+ grants.

The reporting path started by collecting and organizing initial grant documents across more than 100 grants.

Structure

Structure 5 years.

AI helped identify and structure numerous grant outcome reports from many different formats into a single reporting format for the past 5 years.

Verify

Check citations.

Citation and reference work was part of the report build, including formatting citations and checking references and authorships.

Measure

Measure journals.

Published-journal statistics and visualizations provided high-level organizational metrics inside the reporting system.

Theme

Theme the report.

The report format was cleaned up so sections required little work to add or adjust, while LaTeX themes handled brand and formatting requirements across a 50+ page report.

Tools inside the report.

Grant reporting system

  • AI-assisted document structuring Used to identify and structure many grant outcome report formats into a single 5-year report.
  • Citation and authorship review Used to research and format citations while checking references and authorships.
  • Published-journal metrics Used to build visualizations and calculate statistics for high-level organizational reporting.
  • LaTeX report themes Used to reduce manual styling while meeting brand and formatting requirements across the 50+ page report.

After the case study

Bring one operating workflow to the table.

If the CDC story feels close to a workflow you want to move, book a working conversation with AI Escape. We will use the case study you just read as the starting point and map the first concrete system worth building.