# Smart Routing — Best AI for Every Question

> Stop debating which AI to use. Pilot5 routes your question to the best-performing model for your domain — automatically, in milliseconds.

URL: https://pilot5.ai/blog/smart-routing
Category: use-case
Published: 2026-03-10
Read time: 6 min
Keywords: AI routing, smart model selection, benchmark-driven

---

The Expert — Smart Routing




# Stop debating
which AI to use.
*We decide.*



Every model has a domain where it outperforms the others. Pilot5 analyzes your question, routes it to the right model — and shows you exactly why.







Pilot5 Smart Router — live analysis



Contract clause
Code refactor
Market entry
Data analysis









< 200ms
Routing decision



5
Models benchmarked



0.1 cr
Starting from














The problem



## No single model
wins *everything.*



Pilot5 evaluates your question, detects the domain — legal, financial, technical, strategic — and selects the AI that benchmarks highest for that specific task type at the moment you ask.

Not by reputation. Not by default. By measured performance on the task class your question belongs to.

Most professionals don't know that model performance varies dramatically by domain. And even those who do spend time switching between interfaces, pasting the same question into three different chatbots, and mentally comparing outputs they shouldn't have to manage themselves.

**The selection is transparent: after every Expert answer, you see which model was chosen and why.**







Legal & ContractsDomain


Clause interpretation
Multi-jurisdiction
Liability analysis


Pilot5 selects the model with the strongest legal reasoning benchmarks for your jurisdiction and contract type.




Code & TechnicalDomain


Code generation
Architecture
Refactoring


Routing optimized for code accuracy, algorithmic reasoning, and software architecture tasks.




Financial AnalysisDomain


DCF modeling
Numerical precision
Earnings analysis


Selects for structured financial reasoning, tabular input handling, and quantitative accuracy.




EU RegulatoryDomain


GDPR / AI Act
French-language
Cross-border compliance


Routes to models with strongest EU legal corpus coverage and multilingual regulatory precision.















How routing works



## Four signals.
*One decision.* Milliseconds.




01

Domain detection

Pilot5 classifies your question into one of 18 domains — legal, financial, technical, strategic, scientific, regulatory, and more.

legal · finance · code · strategy
science · compliance · creative · ops…




02

Complexity scoring

The question is scored for complexity — length, ambiguity, number of variables, required context depth. EASY / MEDIUM / HARD.

token estimate · context depth
ambiguity index · variable count




03

Benchmark lookup

For this domain × complexity combination, Pilot5 queries its benchmark matrix — updated continuously from real deliberation outcomes.

5 models × 18 domains × 3 complexity
= 270 routing data points




04

Route + explain

The top-scoring model is selected. You see which model was chosen and the reasoning behind it. Override available at any time.

model selected · score shown
manual override always available













Domain-specific routing



## The right model
for the right task.


Pilot5's routing table is updated continuously as Pilot5 accumulates real deliberation data. Benchmarks are domain-specific — not general-purpose rankings. The best model for legal analysis is rarely the best for code.




Legal & Contracts

→ Routed by legal reasoning strength

Nuanced clause interpretation, liability identification, and multi-jurisdiction reasoning. Consistency across long contract documents is weighted heavily.




Code & Technical

→ Routed by code accuracy benchmarks

Code generation accuracy, refactoring quality, and algorithmic reasoning. Measured against industry-standard code evaluation suites.




Financial Analysis

→ Routed by quantitative precision

Structured financial reasoning, DCF modeling assumptions, and earnings interpretation. Consistent handling of tabular and numerical input.




EU Regulatory & Compliance

→ Routed by regulatory corpus coverage

GDPR, AI Act, and cross-border regulatory questions. French-language precision and EU legal framework knowledge are key selection criteria.




Strategy & Business

→ Routed by synthesis capability

Multi-variable strategic context, tradeoff analysis, and structured recommendations with appropriate uncertainty flags.




Mathematics & Data

→ Routed by mathematical accuracy

Statistical reasoning, proof-based questions, and data interpretation tasks. Quantitative precision is the primary selection signal.















Manual override



## You always have
the *last word.*


Smart Routing is a recommendation — not a constraint. If you have a reason to prefer a specific model for a specific question, override it in one command. Pilot5 shows you the routing decision so you can challenge it.

Over time, your overrides feed back into the benchmark system — improving routing accuracy for your specific use patterns. The more you use it, the better it gets at anticipating your preferences.











Pilot5 MCP — The Expert



you Express: review this NDA indemnification clause



[domain: legal · complexity: MEDIUM]

[best match: legal reasoning benchmark leader]

→ routing to top-ranked legal model · est. ~1.0 cr



you override: use a different model



→ override accepted · routing to your choice

✓ preference saved · future routing adjusted



Analysis complete · 0.9 cr debited



─────────────────────────────────

Your override is logged. Next time

this domain, your preference is weighted.















The Expert vs The A-Team / Dream Team



## Know when to use
*one mind* — or five.


The Expert is faster and cheaper. It's not always the right answer. Here's how to decide.




✓ Use The Expert


- The question has a clear, verifiable answer in a well-defined domain

- Speed matters and the stakes are moderate

- You need a first-pass analysis before deciding whether to escalate

- The task is primarily generative — drafting, formatting, explaining

- You already have strong conviction on the direction and want one model to execute

- The question is technical or code-focused with objective quality criteria

- You want to review and compare multiple model outputs yourself






→ Upgrade to The A-Team or The Dream Team


- The decision has significant financial, legal, or strategic consequences

- You're uncertain which direction is right and need genuine analysis of alternatives

- The question involves competing values or tradeoffs with no clear dominant answer

- You want a devil's advocate view before committing

- The output will be shared with a board, investor, or client as a basis for action

- Blind spots and second-order effects matter as much as the primary answer

- You need a confidence score and an explicit account of what was disagreed on













The Expert starts from 0.1 credits.

A $20 starter pack gives you approximately 100+ Expert questions. No subscription required. Upgrade to multi-model when the stakes justify it.




$20

Starter credit pack · No expiry

0.1–0.6 cr per Expert question (≈ $0.10–$0.60)

[View full pricing →](/pricing)








## The right model.
*Every time.*


Ask your first question. Pilot5 routes it in milliseconds.


[Start with The Expert](/sign-up)
[Or go multi-model →](/what-is-deliberative-ai)







Continue reading

[
Multi-model
What is Deliberative AI?

When one model isn't enough. The case for multi-model deliberation on high-stakes questions.

](/what-is-deliberative-ai)
[
Pricing
The Expert vs The A-Team vs The Dream Team

Full pricing breakdown by mode, complexity, and credit cost. See the cost reference table.

](/pricing)
[
Integration
Using Smart Routing natively via MCP

Route your technical questions to the right model without leaving your coding environment.

](/from-deliberation-to-action)