We present Holographic Information Cosmology, a conservative extension of the standard cosmological model in which dark energy emerges from holographic entropy modulated by quantum decoherence, while dark matter remains cold dark matter (CDM) with a decoherence-modified growth function. The universe originates via quantum tunneling from nothing, providing a semiclassical mechanism for singularity avoidance within the WKB approximation. HIC introduces a single additional parameter, the decoherence rate \(\Gamma _D \sim 10^{-18}\) s \(^{-1}\) , which is derived from quantum-gravity considerations and whose value coincides with the Hubble rate, thereby setting the timescale for dark-energy domination. Using a custom Julia-based Boltzmann solver validated against CAMB to \(0.05\%\) precision, we perform Fisher-matrix forecasts with Planck 2018, DESI DR1, and DES Year 3 data under explicitly defined flat priors. The analysis yields realistic uncertainties: \(\sigma (\Gamma _D)/\Gamma _D \approx 25\%\) , \(\sigma (\Omega _m) \approx 0.02\) , and \(\sigma (H_0) \approx 1.2\) km/s/Mpc. HIC reproduces the goodness-of-fit of \(\Lambda\) CDM ( \(\Delta \chi ^2 \approx 0\) ) and yields a modest Bayes factor, \(\ln B \approx 0.5 \pm 0.3\) , reflecting the penalty for the extra parameter. The model predicts distinctive signatures: enhanced CMB \(\mu\) -distortions ( \(\mu \sim 1.8 \times 10^{-8}\) ), scale-dependent primordial non-Gaussianity ( \(f_{\text {NL}} \sim 0.18\) ), and a \(0.7\%\) enhancement of structure growth detectable at \(\sim 2.3\sigma\) by LSST Y10. HIC thus grounds dark energy in fundamental quantum-mechanical principles while retaining the empirical success of \(\Lambda\) CDM.