AI agent orchestration & value consulting

Orchestrate your agents.
Capture their value.

Most teams have agents scattered across half a dozen providers with little to show for it. We bring them into one coordinated system, then turn that activity into measurable business value, with the spend kept in check.

We work across

  • Anthropic
  • OpenAI
  • Google
  • AWS
  • Azure
  • Mistral
whalai · sonar deck

Agents coordinated

47

across 5 providers

Use cases

9

ranked by ROI

Outcomes targeted

6

tied to metrics

Providers

5

one system

WHALAI

Sonar · 47 agents tracked · 5 providers

Where we help

From scattered agents to a system that delivers

Transform scattered agents into one orchestrated agentic system - and measure its value.

01 Orchestration

Make your agents work as one system

Agents spun up provider by provider rarely add up to anything coherent. We design the orchestration layer that governs how work is split, handed off, and shared, so your agents act like one system across Anthropic, OpenAI, Google, AWS and the rest.

  • Cross-provider coordination and reliable hand-offs
  • Shared context and state across every agent
  • One coordinated system, not scattered scripts
Signal · per provider linked
Anthropic 14 agents
OpenAI 12 agents
Google 8 agents
AWS 9 agents
Azure 4 agents

47 agents · one coordinated system

02 Value capture

Turn agent activity into business outcomes

Activity is not value. We map what your agents do to the outcomes that actually matter to the business, prioritize the use cases with real return, and put measurement in place so you can prove the value, not just the token spend.

  • Map agent work to concrete business outcomes
  • Prioritize the highest-ROI use cases first
  • Measure value delivered, not just tokens spent
Dive plan · value 4 waypoints

WPT 01 Support triage

−38% handle time

High value

WPT 02 Doc extraction

12h / wk saved

High value

WPT 03 Lead scoring

+9% conversion

High value

WPT 04 Onboarding bot

in discovery

Scoping
03 Visibility & control

See and steer what every agent does

You can’t steer what you can’t see. We give you a unified view of agent activity, quality, and cost across providers, plus the controls to decide what runs, when, and under what guardrails.

  • Unified activity view across every provider
  • Quality and reliability signals in one place
  • Control over what runs, when, and how
Systems · sonar monitoring

Active

47

Errors

0.4%

p95

1.2s

support-triage

Anthropic

ok

doc-extract

OpenAI

ok

crawler-batch

AWS

caution

Every agent, every provider · one view

04 Cost & efficiency

Keep the spend disciplined

Value only holds if the economics do. We right-size models to each task, surface idle and runaway agents before they hit the invoice, and reshape the workflows that quietly waste tokens, so the value you capture stays profitable.

  • Right-size models and providers to each task
  • Cut idle, runaway, and zombie agent spend
  • Streamline workflows that waste tokens
Route · efficiency direct

Detoured

Fetch

Re-fetch

Summarize

Re-summarize

Verify

Verify again

Direct

Fetch

Summarize

Verify

3 steps removed · 2.1× faster

Engagement

How we work

A focused engagement that starts with a free evaluation and ends with agents that work together to earn their keep.

1

Descent

Evaluate

We start with a free evaluation of your agent landscape: what’s running, what it’s worth, and where the orchestration and value gaps are.

2

Survey

Design

We design the roadmap: how your agents should be orchestrated, which use cases to prioritize, and the outcomes to aim for.

3

Surface

Implement

We help put it in place and measure the outcomes, so the value is real and the spend stays in check.

Why Whalai

A fixed point in a fast-moving landscape

Agentic AI is moving fast and most teams are improvising. Whalai is the steady hand you bring on board: a partner who helps you orchestrate every agent and capture the value it promises, whichever providers you run on.

Provider-neutral by design

We work across the whole agent ecosystem, so the advice serves you, never one vendor’s view of your stack.

Built for the people accountable for outcomes

Engineering and business leaders get orchestration and value they can stand behind, not just another dashboard.

Value you can measure

Every recommendation ties back to an outcome and a number. You see exactly what changed and what it was worth.

Now booking evaluations

Find the value in your agents

Book a free evaluation. We’ll review how your agents run today, where orchestration and value are breaking down, and leave you with a concrete path forward.

  • A review of how your agents run today
  • Where orchestration and value are breaking down
  • A concrete roadmap you can act on

Pick a time that works for you.

30 minutes, no slides. A working session on your agent setup.

Book Free Evaluation

Instant scheduling. Pick a slot and you’re booked.