Internal AI Tools
Use a Rightbrain Task for one bounded internal operation, or an agent when the work requires runtime decisions, multiple tools, or conversation state. Deliver the same versioned capability through your API, triggers, or Connections to the systems where the team already works.
Why Tasks Work for Internal Tools
- Stable contract - Typed input and output keep downstream workflow code predictable.
- Reusable execution - The same Task can serve direct API calls, webhook-triggered work, and agent tool calls.
- Controlled context - Use Skills for reusable procedures and Collections for retrieved source material.
- Safe iteration - Revisions, evals, and rollback separate configuration changes from release decisions.
Common Internal Tool Patterns
Document Intelligence
Content Generation
Classification & Routing
Analysis & Insights
Input: PDF or image upload
Output: Structured JSON with vendor, items, amounts, and dates
Used by: Finance teams for monthly close and AP automation
Input: Contract PDF
Output: Structured summary highlighting key terms, obligations, risks, and deadlines
Used by: Legal and procurement teams
Input: Resume file (PDF, DOCX, etc.)
Output: Scored candidate profile with extracted skills, experience, education, and match reasoning
Used by: Recruitment teams for initial candidate screening
Input: Photo or PDF of receipt
Output: Expense entry with extracted category, amount, and compliance status
Used by: Employees and finance teams for expense submissions
Real-World Example: Legal Team Contract Analyser
The Challenge: Legal team reviewing 50+ vendor contracts monthly, each taking 45+ minutes to analyse for key terms, risks, and non-standard clauses.
Task Configuration:
- Input: Contract PDF upload
- Context: Company’s standard terms, red flag clauses, approval thresholds
- Output: Structured JSON with:
- Contract type and parties
- Payment terms and amounts
- Key obligations for both sides
- Identified risks with severity
- Non-standard clauses highlighted
- Recommended approval level
Deployment:
- Primary: Slack bot in #legal-contracts channel
- Secondary: API integration with contract management system
- Fallback: Direct API execution for ad-hoc reviews
How Legal Team Uses It:
- Procurement drops contract in Slack
- Legal team member clicks “Analyse Contract”
- Task returns structured analysis in ~30 seconds
- Team reviews flagged items, approves or requests changes
- Analysis automatically logged in contract system
Why It Works:
- Configurable: Updated monthly as approval policies change
- Predictable: Always returns same structured format for downstream logging
- Stateless: Each contract analysed independently, no cross-contamination
- Composable: Same Task used in Slack and contract system API
Real-World Example: Sales-Call Deal Intelligence
The Challenge: Reps finish discovery calls with an hour of recording and no time to write it up, so budget, authority, and timeline detail get lost.
Task Configuration:
- Input: Call recording (WAV, MP3, and other common formats)
- Processing: An audio-transcription input processor turns the recording into text before the reasoning model sees it — the audio itself never reaches your analysis model
- Output: Structured JSON with the full BANT breakdown — budget, decision-makers, timeline, and the pain points named on the call
How It Runs:
One model transcribes the audio and a second reasons over the transcript, so you can pair the best transcription with the best analysis. On a real discovery call the transcription took about 10.8 seconds and the analysis about 35 seconds, extracting the budget, the named decision-makers, and an end-of-quarter timeline into a record your CRM can ingest directly.
The best internal tools are the ones your team actually uses. Start with one painful, repetitive task. Build a focused tool. Make it work well. Then expand to more use cases as teams see the value.
Next Steps
Create a task for your team’s specific needs
Deploy to Slack, API, MCP, or webhooks
Package team procedures and domain guidance for reuse
Transform documents, audio, URLs, and search input before a Task runs
Ground internal tools in controlled source material