The production layer for enterprise voice AI.

Give your business a voice

Give your business
a voice

Give your business
a voice

Agentic systems that read, write, and act on your stack.
We do the engineering that gets it there.
You keep the IP.

"Models are commodity.
How you
guide them is your edge.
Plug-and-play AI doesn't work - we're just honest about it."

user pic

co-founder & ceo

"Models are commodity.
How you
guide them is your edge.
Plug-and-play AI doesn't work - we're just honest about it."

user pic

co-founder & ceo

"Models are commodity.
How you
guide them is your edge.
Plug-and-play AI doesn't work - we're just honest about it."

user pic

co-founder & ceo

Why Choose Us

Not an agency. Not a platform. A partner who delivers outcomes.
Without SaaS / vendor lock-in.

Why Choose Us

Not an agency. Not a platform. A partner who delivers outcomes.
Without SaaS / vendor lock-in.

Platform-Agnostic

Recommending what fits you, not what we're locked into - across frameworks, plaforms & model providers.

Platform-Agnostic

Recommending what fits you, not what we're locked into - across frameworks, plaforms & model providers.

Outcome-Priced

No hourly billing. We scope to "X% calls automated", "FTE saved" or deliverables.

20% results

80% "hourly rate"

BEFORE

AFTER

Outcome-Priced

No hourly billing. We scope to "X% calls automated", "FTE saved" or deliverables.

20% results

80% "hourly rate"

BEFORE

AFTER

logo

No more "Build vs Buy"

Custom-fit to your business. SaaS-like time to market.

logo

No more "Build vs Buy"

Custom-fit to your business. SaaS-like time to market.

EXPERTISE

The hard parts. Solved.

Not just prompts. Not just configuration. AI Engineering.

EXPERTISE

The hard parts. Solved.

Not just prompts. Not just configuration. AI Engineering.

Latency

Above 500ms, conversations break

Users talk over the bot, logic loops, frustration. We optimize the full pipeline to hit production-grade response times.

Latency

Above 500ms, conversations break

Users talk over the bot, logic loops, frustration. We optimize the full pipeline to hit production-grade response times.

Latency

Above 500ms, conversations break

Users talk over the bot, logic loops, frustration. We optimize the full pipeline to hit production-grade response times.

Turn-Taking

"It sounds robotic" "It interrupts wrong"

AI mistakes noise for speech, and can't handle interruptions. We fix the listening layer so conversations actually flow.

Turn-Taking

"It sounds robotic" "It interrupts wrong"

AI mistakes noise for speech, and can't handle interruptions. We fix the listening layer so conversations actually flow.

Turn-Taking

"It sounds robotic" "It interrupts wrong"

AI mistakes noise for speech, and can't handle interruptions. We fix the listening layer so conversations actually flow.

Guardrails & Evals

LLMs hallucinate - how can you trust it?

By integrationg deterministic guardrails, business goals, compliance or PII disclosures. We build & run evals at scale until it's production-ready.

Guardrails & Evals

LLMs hallucinate - how can you trust it?

By integrationg deterministic guardrails, business goals, compliance or PII disclosures. We build & run evals at scale until it's production-ready.

Guardrails & Evals

LLMs hallucinate - how can you trust it?

By integrationg deterministic guardrails, business goals, compliance or PII disclosures. We build & run evals at scale until it's production-ready.

Agentic Execution

AI without system access is just a smarter hold message

Someone still has to do the work. The backlog doesn't shrink. We integrate at the system level - read, write, resolve on the call.

Agentic Execution

AI without system access is just a smarter hold message

Someone still has to do the work. The backlog doesn't shrink. We integrate at the system level - read, write, resolve on the call.

Agentic Execution

AI without system access is just a smarter hold message

Someone still has to do the work. The backlog doesn't shrink. We integrate at the system level - read, write, resolve on the call.

Not ready for voice?

Neither are most! We got you covered and often start with chat.

Not ready for voice?

Neither are most! We got you covered and often start with chat.

"Chat forces you to build integrations, write evals, test workflows, map edge cases - exactly what voice needs.
When you're ready, you're not starting from zero."

user pic

co-founder & ceo

user pic

co-founder & ceo

OUR FOCUS

Manufacturing & B2B.

Unique products. Unique processes. Tribal knowledge. Multiple ERPs. Plug & play doesn't work here - we build AI around your complexity.

OUR FOCUS

Manufacturing & B2B.

Unique products. Unique processes. Tribal knowledge. Multiple ERPs. Plug & play doesn't work here - we build AI around your complexity.

Pre-Sales & Tech Support

Give voice to your product catalog

Specs, configurations, availability. CPQ conversations that qualify and quote - without waiting for a human.

Pre-Sales & Tech Support

Give voice to your product catalog

Specs, configurations, availability. CPQ conversations that qualify and quote - without waiting for a human.

Pre-Sales & Tech Support

Give voice to your product catalog

Specs, configurations, availability. CPQ conversations that qualify and quote - without waiting for a human.

Customer Support

Order status. Delivery updates. Warranty claims. FAQ.

Live transcript, real-time suggestions, CRM access. Your team augmented, not replaced.

Customer Support

Order status. Delivery updates. Warranty claims. FAQ.

Live transcript, real-time suggestions, CRM access. Your team augmented, not replaced.

Customer Support

Order status. Delivery updates. Warranty claims. FAQ.

Live transcript, real-time suggestions, CRM access. Your team augmented, not replaced.

Supplier Communication

Your load board. Invoice status. Payment terms. Delivery confirmations. All on autopilot.

Supplier Communication

Your load board. Invoice status. Payment terms. Delivery confirmations. All on autopilot.

Supplier Communication

Your load board. Invoice status. Payment terms. Delivery confirmations. All on autopilot.

BPO Replacement

You're outsourcing customer relationships to people who don't know your brand- separate systems, inconsistent quality Solution: AI handles volume. A small in-house team handles exceptions & cooperate.

BPO Replacement

You're outsourcing customer relationships to people who don't know your brand- separate systems, inconsistent quality Solution: AI handles volume. A small in-house team handles exceptions & cooperate.

BPO Replacement

You're outsourcing customer relationships to people who don't know your brand- separate systems, inconsistent quality Solution: AI handles volume. A small in-house team handles exceptions & cooperate.

You need a conversation layer

It will soon become the primary interface for customers to interact with your business

MODELGUIDE © 2026.

You need
a conversation layer

It will soon become the primary interface for customers
to interact with your business

MODELGUIDE © 2026.

You need
a conversation
layer

It will soon become the primary interface for customers to interact with your business

MODELGUIDE © 2026.