Pharmaceutical companies structure deals around specific drug assets with clear milestones. They lack established business models for collaborating with AI companies offering platform technologies, creating a significant hurdle for tech bio startups seeking partnership.

For new technologies to gain adoption in pharma, the central value proposition must be about de-risking decisions. Leaders and regulators often view the technology as a "black box" and are less concerned with its mechanics than with its ability to give them confidence in making safer, more reliable choices.

Selling a new chemistry platform to the conservative pharmaceutical industry is incredibly difficult. Value is only demonstrated when the novel chemistry is used to solve a specific, high-value biological problem that is intractable with conventional methods, thereby proving its unique power.

Biotech business models have shifted from a high-risk, asset-centric approach to a platform-based model. Companies now focus on securing multiple early-stage partnerships, which is more capital-efficient and preserves optionality in a rapidly changing therapeutic landscape.

For years, Actuate's CEO has shared progress with large pharma companies, not just for early deal-making, but to get critical feedback on their development plan. This helps them understand what data potential acquirers need to see to make a compelling offer later.

Ipsen views its R&D strategy as accelerating innovation sourced from academia and biotech. It leverages its strengths in clinical, regulatory, and commercialization to complement the focused discovery work done by smaller partners, acting as a catalyst within the broader life sciences ecosystem rather than just a buyer.

The fundamental purpose of any biotech company is to leverage a novel technology or insight that increases the probability of clinical trial success. This reframes the mission away from just "cool science" to having a core thesis for beating the industry's dismal odds of getting a drug to market.

When seeking partnerships, biotechs should structure their narrative around three core questions pharma asks: What is the modality? How does the mechanism work? And most importantly, why is this the best differentiated approach to solve a specific clinical challenge and fit into the competitive landscape?

Founders pitching pharma must determine if their solution is being 'pulled' by a stated R&D priority or 'pushed' by an enthusiastic innovation scout. A 'pull' signifies a fast-track deal process, while a 'push' could mean a multi-year educational journey before any deal is possible.