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ADI AGENTS · ORIGINATION

Pre-qualification in conversation, not in a form

A web and voice assistant that captures the lead, pre-qualifies inside your credit policy and carries it to the offer.

Free-speech capture — the applicant answers at their own pace, with no required fields
Eligibility decided outside the model, against your credit policy
Responses under 800 ms on voice, without the silence that makes people hang up
Pre-qualified lead delivered to your system by signed webhook
ISO 27001 PCI SOC 2
14:32 ▮▮▮ ⌁ 84%
ADI · Example Bank online
Hello. I am ADI, the Example Bank assistant. Tell me what you need? 14:30
Message

The operational jump

From form to offer

Both models get the same traffic. What changes is how many reach the end.

Form and scripted chatbot

× Every extra field lowers conversion, and whoever drops out halfway rarely returns
× The bot asks in the programmed order and does not understand answers outside the script
× An out-of-order answer sends the applicant back to the form
× On voice, past a second and a half the silence reads as a dropped call
× One more system for the operation to maintain

ADI origination agent

Conversation with no fixed order: three facts in one sentence are captured at once
Pre-qualification through HTTP Tools during the conversation, with a deterministic result
Responses under 800 ms on our own voice stack
VAD barge-in: the applicant cuts in and the conversation carries on
Data extracted from the transcript and delivered by signed webhook

Results in production

Impact that is measured

Aggregated platform results, measured in production. Not attributed to any specific account.

+15% conversion in origination processes
70% of volume automated, with human relief on demand
<800 ms time to first byte of a voice response

How it runs

From the first sentence to the offer

01 · ENTRY

Web or voice

The applicant arrives through the site widget, WhatsApp or the phone, inbound or outbound.

02 · CONVERSATION

Free speech, no fixed order

Information is extracted from speech rather than typed into a field. The applicant answers at their own pace.

03 · LOOKUP

Score and policy

HTTP Tools query your systems during the conversation: score, credit policy and eligible products.

04 · DECISION

Deterministic eligibility

The model runs the dialogue; the decision happens outside it, in code, against your rule.

05 · OFFER

Product and terms

Amount, term and rate presented with correct pronunciation of values and percentages.

06 · DELIVERY

Lead in your system

Data extracted from the transcript and delivered to the origination system by signed webhook.

Capabilities

Converting without rushing

Out-of-order capture

If the applicant volunteers three facts in one sentence, all three are captured and never asked again.

Pronunciation dictionary

Amounts, rates, terms and documents read as a trained agent would read them. CPF, CURP and RFC included.

Cross-channel resumption

Starts on the site, continues on WhatsApp, ends on voice. The context comes along.

In-conversation quoting

Term and amount recalculated in speech, within the eligible products.

Strict topical focus

The agent does not offer opinions outside origination. Out of scope, it routes to an operator.

Escalation with the full thread

The operator arrives with the complete conversation and the data already collected.

Feasibility

Connects to what you already have

Credit engine, bureau and CRM connected through a documented interface. No core changes.

Web widget SIP trunk WhatsApp Business REST APIs · JWT HMAC webhooks HTTP Tools MCP +1000 integrations
Timeline

Onboarding in 1 to 3 weeks. With an existing SIP trunk, the voice channel goes live in 2 to 5 days.

Inside the rules

Originating without leaving policy

Guardrails in code

Deterministic filters before and after the model. Prompt injection and PII exfiltration blocked at the edge.

Tokenised PII

Personal data is tokenised before any call to a model provider.

Traceability

Every interaction reconstructable: what the agent said, on which version, under which controls.

Closed catalogue

The agent executes only actions registered as enums validated outside the model.

FAQ

Frequently asked questions

Does the agent decide credit?

No. The agent runs the conversation and collects the data; the eligibility decision runs outside the model, against your policy, and returns a deterministic result. What the agent communicates is the result of that lookup.

How does the lead reach our system?

Through a webhook signed with HMAC-SHA256 at the close of the conversation. The fields are defined beforehand in Data Collection, with a type and an instruction per field, and extracted from the full transcript regardless of the order the information appeared in.

Does it work on our site without heavy development?

The web widget is embedded in your site and authenticated. Agent configuration, including prompt, knowledge base and tools, is done in the no-code editor.

What if the applicant switches channel halfway?

The context comes along. The conversation can start on the site, continue on WhatsApp and end on voice without the applicant repeating what they already said.

How does the Risk team audit this?

Every interaction is recorded and reconstructable, with the agent version and the controls active at the time. Audit logs contain no personal data — PII is tokenised before any call to a model provider.

Request a demo

Bring your volume and your current rates.

We build the projection on your numbers, not on another operation's.

What you bring

Application volume, current conversion and abandonment rates, your credit policy in force.

What we bring

Benchmarks measured in production, the agent configured for your product and a dedicated compliance liaison.

What comes out

A conversion projection, a proposed pilot KPI and the basis of the rollout plan.

Shall we start?

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