Capability, Privacy and Cost — Chosen Per Task
Edge and private AI, a capability-first model marketplace, routing, AI economics and sustainability awareness.
Every concept carries a status
- Status: AVAILABLE
- Already supported by Prakura products or demos today.
- Status: NEAR-TERM
- An expected evolution of an existing Prakura capability.
- Status: EMERGING
- Technology that is becoming commercially practical.
- Status: RESEARCH CONCEPT
- An experimental direction Prakura is studying.
- Status: MOONSHOT CONCEPT
- A long-term product vision, not a plan or commitment.
01
Edge AI — Intelligence Closer to the User
On-device AI, private processing, lower latency, offline assistance and IoT intelligence.
On-device AI
Small models run in the browser or phone.
Private processing
Sensitive text never leaves the device.
Lower latency
Instant hints while typing code.
Offline assistance
Tutor works without a connection.
IoT intelligence
Decisions near the sensor.
02
Private Enterprise AI
Sensitive tasks may use private models, restricted environments, virtual-private deployment and policy-controlled agents.
- 1Task classified: contains salary dataSystem
- 2Policy: restricted environment onlySystem
- 3Private model selectedSystem
- 4Agent runs with read-only HR scopeAI
- 5Output reviewed by HRHuman
Deployment options are confirmed per customer; no on-prem claim is made here.
03
AI Model Marketplace (concept)
Capability over vendor hype.
Specialized Coding
Code review and hints
Learning
Explanations at the right level
Fast
Autocomplete, classification
Vision
Screens and diagrams
Private
Restricted data
Enterprise
Long context, governed
04
Model Router
Prakura AI picks a capability by task, latency, cost, privacy, quality and policy.
Task
Chosen class
- Fast
Because
- Latency < 200 ms
- Low risk
- High volume
05
AI Economy Dashboard
Tasks automated vs assisted, human reviews, compute and estimated cost.
- Tasks automated
- 1,240
- Tasks assisted
- 8,910
- Human reviews
- 612
- Compute usage
- 38 GPU-hrs
- Estimated cost
- ₹41,000 / month
- Outcome category
- Time saved in QA & HR
Illustrative numbers for a synthetic organisation.
06
AI Sustainability Intelligence
Compute use, energy awareness, model and agent efficiency — informational optimisation, not environmental guarantees.
| Signal | Example | Suggestion |
|---|---|---|
| Compute use | Peak at 10:00 | Batch reports overnight |
| Model efficiency | Advanced model used for FAQs | Route to Fast class |
| Agent efficiency | QA Agent retries 3× | Fix flaky tool call |
More of the Prakura Intelligence Universe
- World Model
- Adaptive Interface
- Spatial AI Workspace
- Future Learning
- Future Engineering
- Career Intelligence
- Workforce Intelligence
- Multimodal Intelligence
- Industry Digital Twins
- Physical AI
- Collaboration Space
- Autonomous Enterprise Lab
- Presentation Engine
Future concepts are potential directions and Prakura explorations — not commitments or predictions. Every visual on this page has a list or text equivalent, and all motion stops with reduced motion.
See what Prakura can do for you today
Every future concept starts from a product you can try now.