MOTA
Neural-symbolic planner for enterprise workflows
Making LLM outputs reliable, auditable, and repeatable every time
CONTEXT
LLMs handle simple queries but falter in complex, multi-step enterprise workflows
The next frontier is AI Planning and Orchestration, where Tool-Use Engineering becomes mission-critical
MOTA pioneers this shift, starting with API orchestration
PROBLEM
SOLUTION
SOLUTION
AI pilots stall. Nothing sticks in production
No reliability, auditability, explainability
LLMs predict — they don’t plan
SOLUTION
SOLUTION
SOLUTION
MOTA turns intent into action
It plans, executes, and verifies
Proven by CRMArena Pro benchmrks
85%: Reliable multi-step execution for enterprise workflows
- CRMArena tested top models on complex enterprise reasoning and orchestration tasks across single-turn, multi-turn, and multi-step workflows.
- OpenAI + MOTA delivered the strongest accuracy and tool-use precision, outperforming all standalone LLMs.
- Neural-symbolic planning proved more reliable, improving grounding, reproducibility, and end-to-end execution fidelity
Let's Connect!
Why MOTA
Engenuity
Explainability
Efficiency
MOTA brings structured, explainable planning to AI execution.
It moves beyond prompt chaining by dynamically creating, validating, and sequencing tasks across applications.
Efficiency
Explainability
Efficiency
MOTA core minimises redundant calls, retries, and human oversight.
MOTA Neural-symbolic core delivers faster, predictable outcomes across enterprise tools.
Explainability
Explainability
Explainability
MOTA’s planner ensures every action is logged, verified, and auditable.
Produces human-readable plans enabling compliance readiness and end-to-end visibility for CIOs and CROs.
MOTA tops Single Step, Multi-Step, Multi-Turn
Benchmark
https://arxiv.org/abs/2505.18878
The benchmark measures API precision, execution speed, and evaluates orchestration and data handling.