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From Research to Revenue: Optimizing your account strategy

October 1, 2025

By: Nikhil Kapadia, Cofounder & CEO

At a glance

  • Significant sales productivity is lost to manual research. Your sales representatives often spend over 70% of their time on non-selling activities, which directly constrains revenue potential and misallocates your highest-value technical talent.

  • A standardized account research process is foundational to increasing sales ROI. Implementing a consistent framework is the most direct path to improving sales effectiveness and capturing the 10-20% sales ROI uplift.

  • Generative AI provides a greater than 95% reduction in research time. This technology acts as a force multiplier, compressing 10+ hours of manual work into under 10 minutes to give your entire team a scalable intelligence advantage.

While your sales team possesses deep technical expertise, a significant portion of their time, often more than two-thirds, is consumed by non-selling activities. A primary component of this is account research, a process where small inefficiencies can create a major drag on revenue performance.

Developing a winning account strategy in chemicals hinges on the quality and speed of your team's insights. The traditional, manual methods of gathering account intelligence now face significant efficiency challenges in a fast-moving market. Optimizing this single process represents one of the greatest levers your organization has to unlock new growth and improve sales productivity.

The Hidden Costs of Traditional Account Research

The pressure to meet growth targets is constant. Inefficiencies in the research phase of the sales cycle can introduce hidden costs that quietly undermine your team's potential and impact your bottom line.

  • Misallocated resources: Highly skilled, senior sales professionals spend valuable hours on administrative research rather than on strategic client engagement. This represents a significant opportunity cost.

  • Delayed opportunity engagement: In the time it takes to manually compile a comprehensive account profile, critical buying signals or trigger events can be missed, allowing more agile competitors to engage first.

  • Reduced pitch effectiveness: Without a streamlined process for uncovering deep insights, sales outreach can lack the specific, resonant messaging required to capture the attention of sophisticated technical buyers.

  • Inconsistent sales execution: When research processes are not standardized, performance often varies widely across the team. This creates an unpredictable pipeline and makes forecasting a challenge.

The Strategic Shift: Treat Research Like an Operating Process

The most forward-thinking sales organizations no longer view research as a preliminary, ad-hoc task. Instead, they treat it as a core operating process—one that is repeatable, measurable, and designed for efficiency. The objective is to achieve speed to insight, providing sales reps with a strategic advantage in every conversation.

This evolution from manual data gathering to a standardized system is a significant strategic shift. Implementing AI to power these modern commercial processes in the chemical industry can deliver a sales ROI uplift of 10% to 20%. This gain is realized by systematically equipping your team with better intelligence, faster.

A Modern Framework for Your Account Strategy in Chemicals

To implement a more effective and scalable research process, a structured framework is essential. This ensures every sales representative can quickly generate a strategic brief that is both comprehensive and actionable.

Anchor Your Research with Five Core Questions

A consistent research process starts with answering the same fundamental questions for every account, focusing the team on commercially relevant intelligence.

Question Focus

What to ask

Demand signal

What products or chemistries are in play, and where do they matter?

Application fit

Which specs, certifications, or performance outcomes define success?

Site realities

Which plants, assets, and permits constrain change or enable trials?

Buying group

Who owns the decision across procurement, technical, quality, EHS, and ops?

Trigger events

What projects, outages, audits, or sustainability goals create urgency?

Timebox the Work: Key Sources to Scan in 20 Minutes

To protect valuable selling time, research should be focused and efficient. A structured scan of high-signal sources can yield a strong foundational profile.

Source Category

Key Information to Find

Company

Product lines, segments, recent facility news, investor updates

Sites

Plant locations, processes, recent turnarounds, capacity changes

Quality & EHS

Certifications, audits, and compliance milestones that affect switching costs

Jobs & Patents

Roles being hired, skills sought, and active R&D themes.

Conversations

Analyst notes, conference talks, and buyer quotes that reveal priorities

Standardize the Output: The Account Research One-Pager

The final deliverable should be a standardized, one-page brief, allowing any stakeholder to quickly grasp the account's strategic landscape. You now have a very clear value prop to lead with in a sales discussion, and that will improve your deal conversion rates.

Section of Brief

Content to Include

Snapshot

Segments, top sites, recent events, and likely applications

Hypotheses

2-3 ways your chemistry could improve performance, cost, or risk

Buying group map

Key names, roles, and their likely concerns and influence.

Trigger log

Projects, audits, supply shocks, or sustainability targets creating urgency

Talk tracks

3 tailored openers tied directly to plant, project, or program outcomes

The Force Multiplier: 10 Hours of Research in 10 Minutes with GenAI

While this framework provides a clear blueprint, executing it manually at scale remains a challenge. AI is the enabling technology that transforms this structured process into a powerful competitive advantage.

AI serves as a force multiplier, automating the execution of the entire research framework. Rather than a representative spending 20 minutes scanning sources, an AI engine can synthesize information from all of them simultaneously. It can answer the five core questions and generate the standardized one-page brief in seconds.

The impact is profound: What previously required 10 hours of manual research can now be accomplished in under 10 minutes. This allows your team to redirect its focus from preparation to execution, engaging more high-value accounts with superior intelligence.


Ready to transform your team's operational framework into a competitive advantage? Learn more about our approach to sales enablement.

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