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Industry

AI for Professional Services Firms: Intake, Knowledge, and Delivery

Law, accounting, and consulting firms sell expertise but spend their days on intake, document handling, and status calls. DPI deploys voice intake, knowledge systems over your files, and workflow automation that give professionals their hours back without compromising confidentiality.

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Who This Is For

Built for firms where billable time leaks into admin

  • Law firms with high inbound intake volume where potential clients wait for a callback and conflict checks slow everything down.
  • Accounting and advisory firms drowning in document requests, client questions, and seasonal peaks.
  • Consulting and engineering firms whose institutional knowledge lives in old proposals, reports, and the heads of a few senior people.
  • Any firm where engagement letters, status updates, and document collection are handled by hand.

Where AI Pays Off

Professional services workflows we automate

Client intake by voice and web

Every inquiry answered immediately, matter details captured with your intake questions, conflict pre-screening run, and the consultation booked with the right professional.

Knowledge systems over your files

Retrieval over matter files, precedents, proposals, and procedures with citations, so associates and staff find the answer instead of the colleague who knows it.

Document collection and review

Automated request lists, reminders, intake of client documents, extraction of key terms, and first-pass review with exceptions flagged.

Research and drafting preparation

Background assembled before a professional starts: history, related matters, relevant precedents, and a structured draft to edit.

Engagement and status automation

Engagement letters generated and tracked, status updates sent, time and deliverables reported without partners chasing.

Client and staff assistants

Assistants that answer routine client questions from approved information and help staff with procedures, deadlines, and templates.

Expertise sold by the hour, hours lost to admin

Firms bill for judgment, yet a large share of the day goes to intake calls, document chasing, status updates, and searching for the precedent someone wrote three years ago. AI is well suited to exactly that work, provided confidentiality is engineered in from the start. DPI deployments treat access control, hosting choice, and audit trails as design inputs, not afterthoughts.

Intake that never keeps a client waiting

Voice agents on your existing phone system answer every inquiry, capture matter details with your intake questions, run conflict pre-screening, and book the consultation with the right professional. Web and email inquiries get the same treatment within seconds. Urgent matters reach an on-call person; everything else arrives in practice management with a summary.

Knowledge systems the firm can trust

We index matter files, precedents, proposals, procedures, and templates into a retrieval system with per-matter and per-role access. Associates and staff ask in plain language and get answers with citations to the source. The system declines when the answer is not in the files, which is what makes it usable in a professional environment. Models can run privately, and nothing is used for training.

Delivery automation

Document requests and reminders, engagement letter generation and tracking, first-pass document review with exceptions flagged, research and drafting preparation, and status reporting are automated with a person reviewing anything that carries risk. Time returns to the professionals who bill it.

What you measure

Intake response time and conversion, consultations booked, document collection cycle time, time to find a precedent, and hours returned per professional, reported monthly against the baseline measured during discovery.

How It Works

How a professional services deployment runs

  1. Practice discovery

    We map intake, document, and delivery workflows with attorneys, accountants, and staff, and measure where time goes.

  2. Confidentiality and integration design

    Access scopes per matter and role, hosting choice, retention rules, and integrations with practice management and document systems.

  3. Pilot on one practice group

    Intake on a forwarding number, a knowledge system over one practice area, or document collection for one service line, tuned on real cases.

  4. Firm-wide rollout

    Expansion by practice group with dashboards for response times, documents processed, and hours returned to professionals.

Stack & Integrations

Systems we connect to

Practice and matter management systems Document management and file storage Your phone system over SIP Google Workspace and Google Calendar Mailgun email, SMS, WhatsApp Business API CRM and billing systems OpenAI, Anthropic Claude, AWS Bedrock Self-hosted Qwen and open-source models PostgreSQL, pgvector, Qdrant

Engagement Models

Engagement models

Practice operations audit

Intake, knowledge, and delivery workflows mapped, confidentiality constraints documented, first deployment scoped.

Deployment

Fixed-scope delivery of the first system, from voice intake to a knowledge assistant, with access controls and training.

Managed operations

Ongoing monitoring, index updates, new practice groups, and monthly reporting on response times and hours returned.

FAQ

Questions from professional services firms

How do you protect client confidentiality?

Access scopes per matter and role, private or self-hosted models where required, data minimization before prompts, audit logs on every access, and retention rules you set. NDAs are signed before discovery.

Can the AI run conflict checks?

It runs pre-screening with your intake questions and flags potential conflicts for a person to confirm. The final conflict decision stays with the firm.

Will associates trust the knowledge system?

Answers come with citations to the source documents, and the system says when it does not have an answer. Trust is built by grounding, not by confidence.

Can it take intake calls after hours?

Yes. A voice agent answers on your existing number, captures matter details, runs pre-screening, books consultations, and routes urgent matters to an on-call professional.

Do you work with accounting firms during busy season?

Yes. Document collection, client question handling, and status automation are designed for peaks, and the systems scale without adding seasonal staff.

Which models do you use for legal and financial documents?

Hosted models under enterprise terms or self-hosted open-source models such as Qwen, depending on the sensitivity of the material and the firm's policies. Many firms choose a private deployment for matter files.

Related

Next Step

Bring one workflow. Leave with a production plan.

Tell us where calls, tickets, documents, or approvals pile up. We map the workflow, size the impact, and propose a deployment you can measure.

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