Production-grade AI agents, engineered for outcomes.

16 patterns Brilworks has built and shipped — planning, content operations, research, finance, engineering, media, and education. Pick a pattern to see the challenge it solves, how it works, and what the outcomes look like.

Case Studies

Work we've shipped.

Browse all 16
Education
Admissions OS
An admissions OS that runs seven agents around one shared applicant object.
7
Specialized agents in one pipeline
1
Shared Narrative Anchor Object
~$17
Blended AI cost per applicant
Finance
Tax Audit
An AI audit agent that catches GST violations and invoice anomalies in seconds.
100%
GST records validated automatically
0
Manual checks before first anomaly flag
~5s
From document upload to audit summary
Finance
Invoicify Agent
A neural invoice hub that converts document streams into structured financial data.
0
Manual data entry per invoice
Multi
Format support — PDF, JPG, PNG
Live
Exchange rate conversion on every document
Finance
Statement Analyzer
An AI analyzer that turns credit card PDFs into interactive dashboards.
99%
Logic precision on transaction extraction
Multi-bank
Amex, Chase, and regional formats
0
Server-side data storage
Planning
Planner
A planning agent that kills weak ideas before your team builds them.
3
Human review gates before any code
~40%
Ideas killed at the first gate
3 wks
From brief to ready-to-build
Content operations
Marketing Agent
A marketing agent that ships publication-safe drafts at scale.
720+
Validated draft attempts per app per month
8
Deterministic gates on every draft
15
Channels supported out of the box
Knowledge base
Research Agent
A research agent that keeps 340+ notes findable — without a human curator.
340+
KB files continuously maintained
291
Research sessions logged
4
Self-healing cron jobs
Social
X/Twitter Agent
An X/Twitter agent that turns tweets into KB articles — and never auto-posts.
260
Live sessions across reference deployments
2–5 min
To process a batch of 10 tweets
0
Auto-posts without human approval
Infrastructure
Lab Agent
An infrastructure agent that keeps your wiki healthy — and never acts without asking.
350
Wiki files continuously maintained
57
Broken links fixed last month
0
Silent actions taken without approval
Finance
Stock Analyst
A portfolio analyst that delivers daily NSE research without hiring a trader.
163
Stocks tracked on a rolling 43-stock daily cycle
7
Live data sources consolidated per run
~90s
From cron fire to Slack delivery
Intake
Ideas Agent
An intake agent that triages raw ideas in 10–15 minutes — one hard question at a time.
10–15
Minutes per idea, end to end
6
Forcing questions in startup mode
16
Verification dimensions before handoff
Finance
Finance Agent
A finance agent that turns a week of cross-entity research into five minutes.
~45min → 5min
Typical cross-entity accrual query
100%
Answers with row-level citations
4,590
Documents indexed in the reference deployment
Engineering
Builder Agent
An engineering agent that ships MVP phases without scope creep.
8
Mandatory steps per phase, no skipping
TDD
RED-GREEN-REFACTOR on every task
4
Verification gates before task-complete
Ops
Ops Agent
A terminal agent that runs your shell commands — except the five that could kill the server.
5
Hardcoded denylist families, no override
0
Interpretation of command output
100%
Audit coverage on every execution
Training
Trainer Agent
A training agent that ships a private code LLM for the cost of a lunch.
~$6
Compute cost per training run
45–80ms
Local inference latency per token
0
External API calls at inference
Media
Video Agent
A video agent that ships character-consistent short-form content at generation cost.
30+
Brand-safe videos produced per month
$15–60
Total generation cost for a full month
100%
Character consistency across the series