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
