01Existing process · Clear task
Let AI take over a repeatable segment
Structure the repeatable steps, then combine AI, rules and tools behind one clear task entry point.
For example: batch image edits, document preparation and reporting
Delivery method
Understand the work first. Then make AI do it well.
Start with one concrete scenario, validate with real samples, then connect it to daily operations. Every stage produces something both teams can inspect, discuss and accept.
Two delivery paths
Different workflows need different paths to production.
We do not assume every problem needs an agent or a platform. We first understand the work, then choose the shortest reliable path.
02Scattered material · Manual coordination
Build the business system and AI together
Organize materials, status and collaboration first, then embed AI where it fits while people retain final judgment.
For example: creator submissions, after-sales routing and procurement
Built with your team
Understand the work first. Then make AI do it well.
Enter the worksite
See how work happens and map inputs, tools, rules and bottlenecks.
Stage outputWorkflow and problem map
Choose one entry point
Compare frequency, time, rule clarity and exception rates.
Stage outputPilot scope and acceptance criteria
Validate with real samples
Compare against human outcomes and record where judgment must remain human.
Stage outputPrototype, sample results and gaps
Enter daily operations
Connect existing tools or add the missing workflow layer, with clear permissions and handoff.
Stage outputUsable workflow and operating guide
Review and improve
Measure total processing and review time, rework and exceptions before expanding.
Stage outputOutcome review and iteration list
Evaluation includes human review time—not only how long the AI ran.
Start your enterprise brain
Give AI one real job first.
Tell us who does the work, how it happens, where time is lost, and which decisions must remain human. Together we will define the first entry point, execution boundaries and verifiable success criteria.
sales@substantia.ai · Shanghai · Enterprise AI employee deployment