VIPRATECH LABS

Outbound SDR Research and Personalisation Agent

An agent that researches target accounts from public sources, writes cited account briefs and draft first lines for SDRs, and syncs to your CRM, with a person approving every message.

Who it is for

  • Head of Sales or Revenue
  • SDR Manager
  • Founder running founder-led sales
  • Revenue Operations Lead

The problem

Good outbound starts with research: what the company does, what changed recently, who owns the problem and why now. SDRs spend much of their day on that research, or skip it and send generic messages that buyers ignore. AI writing tools help with wording but often invent facts that damage credibility.

Research takes too long

Reading the website, job posts, news and product pages for each account leaves little time for actual outreach.

Generic messages

Without real context, sequences fall back on templates that sound like everyone else's.

Invented facts

AI-written lines can mention funding, hires or launches that never happened, which ends the conversation.

Research lost after the email

Notes stay in an SDR's head or a browser tab, not in the CRM where the account executive needs them.

What we build

We build a research agent that works through your target account list. For each account it reads permitted public sources: company website, product and pricing pages, careers pages, press releases, news and public filings where relevant. It checks fit against your ideal customer profile, identifies likely triggers such as a new product line, hiring for a role your product supports or a market expansion, and suggests relevant personas. It writes a short account brief in which every claim links to its source, and drafts first lines and talking points in your tone. SDRs review, edit and approve before anything is sent. Briefs and sources are saved to the CRM account record.

  • Account research from permitted public sources such as websites, careers pages and news
  • Ideal customer profile fit scoring with reasons
  • Trigger detection such as relevant hiring, launches or expansion
  • Account briefs in which every claim links to a source
  • Draft first lines and talking points in your tone, for SDR approval
  • CRM sync of briefs, sources and fit scores

How it works

  1. 01Load the target listAccounts come from your CRM, a list upload or an enrichment tool you already licence.
  2. 02Research each accountThe agent reads permitted public sources and records each fact with its source link.
  3. 03Score fit and triggersIt scores fit against your ideal customer profile and notes any relevant triggers.
  4. 04Draft the brief and linesIt writes a cited account brief and draft first lines for the chosen persona.
  5. 05SDR reviewThe SDR checks facts, edits the message and approves or rejects it.
  6. 06Sync and sequenceApproved messages go into your sequencing tool, and the brief is saved to the CRM.
Outbound SDR Research and Personalisation Agent: workflow diagram
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Architecture

  1. Account intake
    • CRM account list connector
    • ICP definition and exclusion lists
  2. Research
    • Web fetcher limited to permitted sources
    • Source store with timestamps
    • Fact extractor
  3. Reasoning and drafting
    • Fit and trigger scorer
    • Brief writer with citation enforcement
    • Tone and style guide
  4. Review
    • SDR review screen
    • Edit capture for tuning
  5. Delivery
    • Sequencing tool integration
    • CRM sync of brief and sources
Outbound SDR Research and Personalisation Agent: architecture diagram
Open full size

Inputs and outputs

Inputs

  • Target account list
  • Ideal customer profile and persona definitions
  • Product messaging and tone guide
  • Suppression and do-not-contact lists
  • List of permitted sources

Outputs

  • Cited account briefs
  • ICP fit scores with reasons
  • Draft first lines and talking points
  • Parked accounts with reasons
  • CRM records updated with briefs and sources

Where people stay in control

SDRs check every fact and approve every message before it enters a sequence. The agent never sends email or social messages on its own.

Integrations

  • CRM such as HubSpot or Salesforce
  • Sequencing tools such as Outreach, Salesloft, Apollo or Lemlist
  • Enrichment providers you already licence
  • Slack for review notifications
  • Your website and product documentation as messaging sources

Guardrails

  • Every claim in a brief must link to a source; unsupported claims are removed
  • Only permitted sources fetched, respecting site terms and robots rules
  • Suppression and do-not-contact lists checked before drafting
  • No sending without SDR approval
  • No inferences about protected personal characteristics

Compliance notes

  • Outreach to EU contacts needs a lawful basis and opt-out handling under GDPR and ePrivacy rules; recorded sources support that assessment.
  • For Indian contacts, personal data handling follows DPDP Act 2023 principles, and calls or SMS follow TRAI rules.

A typical pilot

Duration: 3 weeks

One segment of a few hundred target accounts, with two or three SDRs reviewing briefs and drafts.

Deliverables

  1. 01ICP and persona configuration
  2. 02Research agent producing cited briefs
  3. 03SDR review screen
  4. 04CRM and sequencing integration
  5. 05Pilot report

What we measure

Fact accuracy
SDRs mark each brief claim as correct, wrong or unsupported against its source.
Draft acceptance
Share of drafts approved with no or minor edits.
Research time per account
SDR time per account with and without the agent, on a sample.
Reply quality
Replies from agent-assisted sequences compared with existing sequences, reviewed by the SDR manager.

FAQs

01Will it invent facts about prospects?

It is built to avoid that. Every claim must link to a source, unsupported claims are removed, and SDRs check facts before approving.

02Does it scrape LinkedIn?

No. It uses permitted public sources and data providers you already licence, within their terms.

03Does it send emails automatically?

No. It drafts; your SDRs approve and send through your existing sequencing tool.

04Can it match our tone?

Yes. We configure it with your tone guide and examples of messages your team likes, and SDR edits help refine the drafts over time.

Related use cases

Akhilesh Mittal

Founded by Akhilesh Mittal. 8 years building a security platform for a New Zealand company. IIT ISM Dhanbad and IMT Ghaziabad. Builds production agentic AI.

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